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Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"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\": \"pc+build+tool\"}],\n\"product_details\": [{\"asin\": \"B01GF0KV6G\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\"},\n{\"price\": \"$74.95\"},\n{\"bullet_list\": \"The original electronics toolkit: Designed for computer, smartphone, tablet, and gaming repair, backed by thousands of free instructions. Intentional selection: All the tools you need. A 64 precision bit driver set, tweezers, flex extension, opening tools, and anti-static wristband. Secure design: Magnetic case and foam insert ensure secure storage and transportation. Additionally, the inside of the lid serves as a sorting/organization tray. Lifetime Warranty: We'll replace anything that breaks, as long as you own it. Revenue helps support Right to Repair advocacy.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Blue\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:07:01.885Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:07:01.885Z
|
click
|
search
|
rule
|
train
| 700 |
2025-04-05T05:07:01.885Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "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": "pc+build+tool"}],
"product_details": [{"asin": "B01GF0KV6G"},
{"title": "iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit"},
{"price": "$74.95"},
{"bullet_list": "The original electronics toolkit: Designed for computer, smartphone, tablet, and gaming repair, backed by thousands of free instructions. Intentional selection: All the tools you need. A 64 precision bit driver set, tweezers, flex extension, opening tools, and anti-static wristband. Secure design: Magnetic case and foam insert ensure secure storage and transportation. Additionally, the inside of the lid serves as a sorting/organization tray. Lifetime Warranty: We'll replace anything that breaks, as long as you own it. Revenue helps support Right to Repair advocacy."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Blue"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:07:01.885Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:07:01.885Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:07:01.885Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 700,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"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\": \"pc+build+tool\"}],\n\"product_details\": [{\"asin\": \"B01GF0KV6G\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\"},\n{\"price\": \"$74.95\"},\n{\"bullet_list\": \"The original electronics toolkit: Designed for computer, smartphone, tablet, and gaming repair, backed by thousands of free instructions. Intentional selection: All the tools you need. A 64 precision bit driver set, tweezers, flex extension, opening tools, and anti-static wristband. Secure design: Magnetic case and foam insert ensure secure storage and transportation. Additionally, the inside of the lid serves as a sorting/organization tray. Lifetime Warranty: We'll replace anything that breaks, as long as you own it. Revenue helps support Right to Repair advocacy.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Blue\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:07:01.885Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"pc+build+tool\"}],\n\"product_details\": [{\"asin\": \"B01GF0KV6G\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\"},\n{\"price\": \"$74.95\"},\n{\"bullet_list\": \"The original electronics toolkit: Designed for computer, smartphone, tablet, and gaming repair, backed by thousands of free instructions. Intentional selection: All the tools you need. A 64 precision bit driver set, tweezers, flex extension, opening tools, and anti-static wristband. Secure design: Magnetic case and foam insert ensure secure storage and transportation. Additionally, the inside of the lid serves as a sorting/organization tray. Lifetime Warranty: We'll replace anything that breaks, as long as you own it. Revenue helps support Right to Repair advocacy.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Blue\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:07:18.468Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:07:18.468Z
|
input
|
electronic screw
|
rule
|
train
| 701 |
2025-04-05T05:07:18.468Z
|
input
|
electronic screw
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "pc+build+tool"}],
"product_details": [{"asin": "B01GF0KV6G"},
{"title": "iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit"},
{"price": "$74.95"},
{"bullet_list": "The original electronics toolkit: Designed for computer, smartphone, tablet, and gaming repair, backed by thousands of free instructions. Intentional selection: All the tools you need. A 64 precision bit driver set, tweezers, flex extension, opening tools, and anti-static wristband. Secure design: Magnetic case and foam insert ensure secure storage and transportation. Additionally, the inside of the lid serves as a sorting/organization tray. Lifetime Warranty: We'll replace anything that breaks, as long as you own it. Revenue helps support Right to Repair advocacy."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Blue"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:07:18.468Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:07:18.468Z\",\"action\": \"input\",\"acion_argument\": \"electronic screw\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:07:18.468Z\",\"action\": \"input\",\"acion_argument\": \"electronic screw\",}</answer>",
"index": 701,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"pc+build+tool\"}],\n\"product_details\": [{\"asin\": \"B01GF0KV6G\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\"},\n{\"price\": \"$74.95\"},\n{\"bullet_list\": \"The original electronics toolkit: Designed for computer, smartphone, tablet, and gaming repair, backed by thousands of free instructions. Intentional selection: All the tools you need. A 64 precision bit driver set, tweezers, flex extension, opening tools, and anti-static wristband. Secure design: Magnetic case and foam insert ensure secure storage and transportation. Additionally, the inside of the lid serves as a sorting/organization tray. Lifetime Warranty: We'll replace anything that breaks, as long as you own it. Revenue helps support Right to Repair advocacy.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Blue\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:07:18.468Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"electronic screw\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B01GF0KV6G\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\"},\n{\"price\": \"$74.95\"},\n{\"bullet_list\": \"The original electronics toolkit: Designed for computer, smartphone, tablet, and gaming repair, backed by thousands of free instructions. Intentional selection: All the tools you need. A 64 precision bit driver set, tweezers, flex extension, opening tools, and anti-static wristband. Secure design: Magnetic case and foam insert ensure secure storage and transportation. Additionally, the inside of the lid serves as a sorting/organization tray. Lifetime Warranty: We'll replace anything that breaks, as long as you own it. Revenue helps support Right to Repair advocacy.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Blue\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:07:18.560Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:07:18.560Z
|
click
|
suggested_term
|
rule
|
train
| 702 |
2025-04-05T05:07:18.560Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "electronic screw"}],
"cart_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B01GF0KV6G"},
{"title": "iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit"},
{"price": "$74.95"},
{"bullet_list": "The original electronics toolkit: Designed for computer, smartphone, tablet, and gaming repair, backed by thousands of free instructions. Intentional selection: All the tools you need. A 64 precision bit driver set, tweezers, flex extension, opening tools, and anti-static wristband. Secure design: Magnetic case and foam insert ensure secure storage and transportation. Additionally, the inside of the lid serves as a sorting/organization tray. Lifetime Warranty: We'll replace anything that breaks, as long as you own it. Revenue helps support Right to Repair advocacy."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Blue"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:07:18.560Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:07:18.560Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:07:18.560Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 702,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"electronic screw\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B01GF0KV6G\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\"},\n{\"price\": \"$74.95\"},\n{\"bullet_list\": \"The original electronics toolkit: Designed for computer, smartphone, tablet, and gaming repair, backed by thousands of free instructions. Intentional selection: All the tools you need. A 64 precision bit driver set, tweezers, flex extension, opening tools, and anti-static wristband. Secure design: Magnetic case and foam insert ensure secure storage and transportation. Additionally, the inside of the lid serves as a sorting/organization tray. Lifetime Warranty: We'll replace anything that breaks, as long as you own it. Revenue helps support Right to Repair advocacy.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Blue\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:07:18.560Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"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\": \"electric screwdriver\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Fanttik E1 NEX Workstation 3.7V Electric Screwdriver Kit, Precision Screwdriver Set, 64 Magnetic Bits, 12 Types Fix Tools, 0.05/0.2 N.m, Repair Tool for Phone Laptop Watch Electronics\", \"asin\": \"B0CSJZFNY9\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair\", \"asin\": \"B09MR5HFPB\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"quantity\": \"\"},\n{\"title\": \"HOTO Electric Screwdriver Rechargeable, 3.6V Cordless Screwdriver Set USB-C, 3 Torque Settings, 1500mAh Battery, LED Light & 12 S2 Metal Bits for Furniture/Electrical Repairs\\nBattery Powered\", \"asin\": \"B08Z74BLX9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"quantity\": \"\"},\n{\"title\": \"Fanttik E1 NEX Workstation 3.7V Electric Screwdriver Kit, Precision Screwdriver Set, 64 Magnetic Bits, 12 Types Fix Tools, 0.05/0.2 N.m, Repair Tool for Phone Laptop Watch Electronics\", \"asin\": \"B0CSJZFNY9\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"iFixit Pro Tech Go Toolkit - Portable Electronics Repair Set\", \"asin\": \"B0DD96HCNK\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"HOTO Electric Screwdriver Rechargeable, 3.6V Cordless Screwdriver Set USB-C, 3 Torque Settings, 1500mAh Battery, LED Light & 12 S2 Metal Bits for Furniture/Electrical Repairs\\nBattery Powered\", \"asin\": \"B08Z74BLX9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Fanttik S1 Pro 3.7V Electric Screwdriver, Power Screwdriver, 14 S2 Steel Bits, 3 Torque Settings, Max 6 N.m, 2000mAh Battery, LED Light, 1/4''Hex, Cordless Screwdriver for Furniture/Desktop Computer\\nBattery Powered\", \"asin\": \"B0C141QZVL\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Fanttik E1 Max 3.7V Electric Screwdriver, Mini Precision Screwdriver Set, 50 Magnetic Bits, Magnetic Storage, 5/32\\u2018\\u2019Hex, Repair Tool Kit for Electronics Phone Camera Laptop Watch (Grey)\", \"asin\": \"B0BGWRWRX2\"},\n{\"title\": \"Fanttik E2 Max 3.7V Mini Electric Screwdriver, Electric Screwdriver Cordless, Max 0.4N.m, 50 Magnetic Bits, 5/32'' Hex, Magnetic Storage, Repair Tool for Electronics Phone Camera Laptop Watch\", \"asin\": \"B0DSVLG2LY\"},\n{\"title\": \"Fanttik S1 Capsule 3.7V Cordless Screwdriver, Electric Screwdriver, Max 5 N.m, 320 RPM Motor, 5 Pcs Double-Ended Bits, Compact Design, LED Light, 1/4''Hex, Idea Tool for Furniture, Appliances-Grey\", \"asin\": \"B0D228DLMN\"}],\n\"search_results\": [{\"title\": \"Amazon Basics by SKIL 4V Cordless Stick Screwdriver with 10-Piece Bit Set and USB Cable(Previously Denali brand)\", \"asin\": \"B09PFCX8Q1\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Fanttik E1 NEX Workstation 3.7V Electric Screwdriver Kit, Precision Screwdriver Set, 64 Magnetic Bits, 12 Types Fix Tools, 0.05/0.2 N.m, Repair Tool for Phone Laptop Watch Electronics\", \"asin\": \"B0CSJZFNY9\", \"price\": \"$109.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Pro Tech Go Toolkit - Portable Electronics Repair Set\", \"asin\": \"B0DD96HCNK\", \"price\": \"$49.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Fanttik S1 Pro 3.7V Electric Screwdriver, Power Screwdriver, 14 S2 Steel Bits, 3 Torque Settings, Max 6 N.m, 2000mAh Battery, LED Light, 1/4''Hex, Cordless Screwdriver for Furniture/Desktop Computer\", \"asin\": \"B0C141QZVL\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"HOTO Electric Screwdriver Kit,25-Piece Upgraded Bit Set,3.6V Cordless Screwdriver Rechargeable,Magnetic Case Lid,3 Torque Settings,1500mAh Battery,LED Light for Furniture/Electrical Repairs\", \"asin\": \"B0BLMQ8BXB\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Fanttik E1 Max 3.7V Electric Screwdriver, Mini Precision Screwdriver Set, 50 Magnetic Bits, Magnetic Storage, 5/32\\u2018\\u2019Hex, Repair Tool Kit for Electronics Phone Camera Laptop Watch (Grey)\", \"asin\": \"B0BGWRWRX2\", \"price\": \"$69.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SKIL Twist 2.0 Rechargeable 4V Screwdriver with Pivoting Head, Torque Setting, USB-C Charging Cable, 28 PC Bit Set & Carrying Case- SD5619-02\", \"asin\": \"B0CGLPL4PS\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Amazon Basics by SKIL 4V Cordless Stick Screwdriver with 10-Piece Bit Set and USB Cable(Previously Denali brand)\", \"asin\": \"B09PFCX8Q1\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hi-Spec Electric Screwdriver 27pc 3.6V Pink USB Small Power Screwdriver Set. Cordless & Rechargeable with Driver Bit Set\", \"asin\": \"B013PTOXA0\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"BLACK+DECKER 4V MAX* Cordless Screwdriver with LED Light (BDCSFL20C)\", \"asin\": \"B0753F9HK9\", \"price\": \"$24.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SKIL Rechargeable 4V Cordless Screwdriver with Circuit Sensor Technology, Includes 9pcs Bit, 1pc Bit Holder, USB Charging Cable - SD561201, Red\", \"asin\": \"B07C4916LS\", \"price\": \"$29.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Amazon Basics by SKIL 4V Cordless Stick Screwdriver with 34-Piece Bit Set, Carrying Case, and USB Cable (Previously Denali brand)\", \"asin\": \"B09PFBMLFN\", \"price\": \"$37.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair\", \"asin\": \"B09MR5HFPB\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Fanttik E1 Pro 3.7V Mini Electric Screwdriver, Precision Screwdriver Set with 24 Magnetic Bits, Max. 3 N.m, Magnetic Storage, 5/32''Hex, Repair Tool Set for Phone Camera Laptop Watch\", \"asin\": \"B097BJ8WP7\", \"price\": \"$49.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SKIL Rechargeable 4V Cordless Pistol Grip Screwdriver with 42pcs Bit Set, USB Charger and Carrying Case - SD5618-03\", \"asin\": \"B08H1ZNBJ2\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"DEWALT Cordless Screwdriver with FLEXDRIVE Control and Screwdriving Bits (DWHT66719)\", \"asin\": \"B0DJBQ9ZBF\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"HOTO Electric Screwdriver Rechargeable, 3.6V Cordless Screwdriver Set USB-C, 3 Torque Settings, 1500mAh Battery, LED Light & 12 S2 Metal Bits for Furniture/Electrical Repairs\", \"asin\": \"B08Z74BLX9\", \"price\": \"$59.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HOTO Mini Electric Screwdriver 25 Magnetic S2 Bits, 170RPM Precision Screwdriver Set USB-C, 2 Torque Settings, LED Light, Small Repair Tools for Eyeglasses, Electronics\", \"asin\": \"B0D78XR6FR\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"STREBITO Mini Electric Screwdriver, 144-Piece Electric Precision Screwdriver Set Small Power Screwdriver Cordless Rechargeable, Electronic Repair Tool Kit for PC, Computer, Laptop, Phone, RC Drone\", \"asin\": \"B0C58TRNQV\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HOTO Electric Screwdriver Rechargeable, 3.6V Cordless Screwdriver Set USB-C, 3 Torque Settings, 1500mAh Battery, LED Light & 12 S2 Metal Bits for Furniture/Electrical Repairs\", \"asin\": \"B08Z74BLX9\", \"price\": \"$59.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"CRAFTSMAN 4V Electric Screwdriver Set, 300 RPM, Micro-USB Charging Port, 3-Stage Battery Charge Indicator (CMHT66718B20)\", \"asin\": \"B08WVKJ42C\", \"price\": \"$41.98\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"HOTO Electric Screwdriver Kit,25-Piece Upgraded Bit Set,3.6V Cordless Screwdriver Rechargeable,Magnetic Case Lid,3 Torque Settings,1500mAh Battery,LED Light for Furniture/Electrical Repairs\", \"asin\": \"B0BLMQ8BXB\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"AMIR Electric Screwdriver Cordless, Rechargeable Power Screwdrivers Set, Portable Automatic Home Repair Tool Kit with LED Lights and USB Cable\", \"asin\": \"B0B1Q55MDQ\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Fanttik S1 Pro 3.7V Electric Screwdriver, Power Screwdriver, 14 S2 Steel Bits, 3 Torque Settings, Max 6 N.m, 2000mAh Battery, LED Light, 1/4''Hex, Cordless Screwdriver for Furniture/Desktop Computer\", \"asin\": \"B0C141QZVL\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Small 4V Electric Screwdriver,Kiprim ES3 Cordless Screwdriver Tool with Rechargeable Battery,LED Front Light & Power Display Light for Home DIY Blue\", \"asin\": \"B09M7ZY4ZM\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"CRAFTSMAN 4V Cordless Screwdriver with Charger and Screwdriving Bits Included (CMHT6650C)\", \"asin\": \"B0CG9WTMSY\", \"price\": \"$24.98\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Mini Electric Screwdriver 3.7V, Cordless Screwdrive Set, Precision Electric Screwdriver 72-in-1 Magnetic Bits, Rechargeable Portable Repair Tool Kit for Electronics Laptops Glasses Clocks\", \"asin\": \"B0D4QSB3KP\", \"price\": \"$42.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"LMQ Mini Electric Screwdriver Set,30 in 1 Small Electric Screwdriver Cordless 24 Magnetic Bits,Dual-speed Adjustment,3 LED Lights, Mini Power Screwdriver Repair Tool Kit,for Phone Camera Watch Laptop\", \"asin\": \"B0D2RHCQ1H\", \"price\": \"$13.58\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Ball Grip\", \"asin\": \"B09V218NSD\", \"price\": \"$45.40\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"DuroFrot 4.2V Electric Screwdriver Kit, 4 Torque Settings Screw Driver, Cordless Rechargeable Screwdriver Drill with LED Light, 35 CRV Steel Screwdriver Bits, 8 Sockets, Magnetic Hex Chuck\", \"asin\": \"B0DFTHZNVF\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Milwaukee 2401-20 M12 12-Volt Lithium-Ion Cordless 1/4 in. Hex Screwdriver (Tool-Only)\", \"asin\": \"B00VYNEEZO\", \"price\": \"$41.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Small Cordless Screwdriver,Battery Operated,Rechargeable, Can Rotate Clockwise Or Counterclockwise,With A Button Control And Ultra Long Battery Life,10 Bits&2 Extended Bits, Magnetic Hex Chuck\", \"asin\": \"B0CXCNZXT5\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"BLACK+DECKER 20V MAX* POWERCONNECT Cordless Drill Kit + 100 pc. Kit (BDC120VA100), Orange\", \"asin\": \"B0079IRIG0\", \"price\": \"$59.00\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Worx WX240L 4V 3-Speed Cordless Screwdriver\", \"asin\": \"B08FDBVDD8\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Cordless Electric Screwdriver, Precision Screwdriver Set with 42 Magnetic Drill Bits, All-in-One Magnetic Case, 5 Torque Settings, 500mAh Rechargeable Battery, Multi-tool Kit for Phone PC Camera\", \"asin\": \"B0DPX8BPWC\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"3.7V Mini Electric Screwdriver, 57-in-1 Magnetic Bits Precision Screwdriver Set electric screw driver with LED Light, 3 Torque Settings Repair Tool for Phone Camera Laptop Watch\", \"asin\": \"B0DCNBJHJC\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"ENERTWIST Cordless Screwdriver, 8V Max 10Nm Electric Screwdriver Rechargeable Set with 82 Accessory Kit and Charger in Carrying Case, 21+1 Cluth, Dual Position Handle, LED Light, ET-CS-8\", \"asin\": \"B0812ZHY5N\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Metabo HPT Cordless Screwdriver Set, 3.6V, Precision Screwdriver Set with Case, 2 Lithium-Ion Batteries, Charger and Bit, 21 Clutch, Electric Screwdriver with LED light, Torque Screwdriver, DB3DL2\", \"asin\": \"B07L78Y72J\", \"price\": \"$59.00\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Pink Cordless Electric Screwdriver Set, 4.1V Rechargeable Small Electric Drill with 48pcs Driver Bit Set, Power 3Nm Screw Gun with 2 Position Handle, Flexible Shaft LED Light for Women\", \"asin\": \"B0D59KBH74\", \"price\": \"$17.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mini Electric Screwdriver Cordless Set, 3.7V 42-in 1 Magnetic Bits Screwdriver Set with 5 Torque Settings, Demagnetizer/Magnetizer, LCD Display, LED Lights, For Laptop/Phone/Camera/Glasses\", \"asin\": \"B0D9LXHB2D\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mini Electric Screwdriver Set Upgraded: UnaMela Small Electric Precision Screwdriver Cordless - 30 S2 Bits, 3 Torque Settings, 4 LED Lights, Power Screwdriver Repair Tool Kit for PC RC Electronics\", \"asin\": \"B0D9NGRCC9\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair\", \"asin\": \"B09MR5HFPB\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"DEWALT 20V Max Cordless Drill/Driver Kit, 2 Batteries and Charger Included (DCD771C2)\", \"asin\": \"B00ET5VMTU\", \"price\": \"$99.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Worx 4V Electric Screwdriver, Rechargeable Cordless Power Screwdriver Set with 6 Bits, Screw Holder, Charger - WX255L\", \"asin\": \"B00ZFR4JA0\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"25-Piece Electric Screwdriver Set - Cordless Drill with LED Work Light, Automatic Spindle Lock, and Screw Driver Bits by Stalwart (Red)\", \"asin\": \"B002TFEKDM\", \"price\": \"$8.96\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"SHARDEN Mini Electric Screwdriver, 29 in 1 Small Electric Screwdriver Kit with 24 Magnetic Bits, Precision Cordless Repair Tool for Phone, Camera, Laptop, Watch\", \"asin\": \"B0CY2LCWBZ\", \"price\": \"$19.89\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Makita DF001DW 3.6V Lithium-Ion 1/4\\\" Hex Screwdriver Kit, Teal, 3.6V\", \"asin\": \"B01NC1VO3Q\", \"price\": \"$95.48\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"POPULO 4V Electric Screwdriver Kit,6 Torque Settings, Power Screw Driver Cordless Rechargeable with LED Work Light, 32 pieces Screwdriver Bits, 8 Sockets, Flex Hex Shaft, Bit Holders and Storage Box\", \"asin\": \"B08BZ4WY8X\", \"price\": \"$28.97\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"35 in 1 Electric Screwdriver Kit, 3.6V Cordless Rechargeable With 30 S2-Steel Magnetic Bits, LED Shadowless Lamp, 5N.m 2000mAh for Computer, Bookcase, Bicycle\", \"asin\": \"B0C7TJ5H1L\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"BLACK+DECKER Electric Screwdriver, Cordless, 180 RPM, 3.6V, Spindle Lock with Pivoting Handle, Charger and 2 Hex Shank Bits Included (Li2000)\", \"asin\": \"B005LTNLDS\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"DEWALT 8V MAX Cordless Screwdriver, Gyroscopic, Rechargeable, Battery and Charger Included (DCF682N1)\", \"asin\": \"B011WRUODC\"},\n{\"title\": \"Fanttik L1 Pro 3.7V Cordless Screwdriver, Electric Screwdriver Set with 14 Bits, Digital Screen, Li-ion 2000mAh, 1/4''Hex, 6 Torque Settings 0.5-6 N.m, Variable Speed, Front LED-Grey\", \"asin\": \"B09797H8GN\", \"price\": \"$59.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"3.6V Cordless Electric Screwdriver Rechargeable portable Mini Rotary Home Gadget\\uff0cAutomatic Manual all in one with LED Light and USB-C Charging Cable RED\", \"asin\": \"B0B2822WJS\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Electric Screwdriver, Precision Screwdriver Set, 88-in-1 Magnetic Bits, Magnetic Storage, 5 Torque Settings, Mini 3.7V Power Screwdriver Repair Tool Kit for PC RC Electronic - GREY\", \"asin\": \"B0DH3DYRY5\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"WORX 4V Lithium Screwdriver 30-Piece Accessory Kit WX242L\", \"asin\": \"B0DV3XNC3C\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Bosch Bosch Go (Gen-2.0) Smart Screwdriver, Blue, 1 Piece\", \"asin\": \"B0845919P2\", \"price\": \"$75.00\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 4 left in stock - order soon.\"},\n{\"title\": \"DEKOPRO 8V Cordless Drill, Drill Set with 3/8\\\"Keyless Chuck, 42pcs Acessories, Built-in LED, Type-C Charge Cable, Pink Power Drill for Drilling and Tightening/Loosening Screws\", \"asin\": \"B09Y8BWFZB\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sainlogic Electric Screwdriver, 68 in 1 Screwdriver Set, 3.7V Mini Electric screwdriver cordless 350mAh, 5 Torque Settings, 4 LED Lights, Electric Small Screwdriver Set for Phone Camera Watch\", \"asin\": \"B0D3D1ZJWW\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:08:07.413Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:08:07.413Z
|
click_product
|
B08SGM6F79
|
rule
|
train
| 703 |
2025-04-05T05:08:07.413Z
|
click_product
|
B08SGM6F79
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "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": "electric screwdriver"}],
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{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"promotion_items": [{"title": "Fanttik E1 NEX Workstation 3.7V Electric Screwdriver Kit, Precision Screwdriver Set, 64 Magnetic Bits, 12 Types Fix Tools, 0.05/0.2 N.m, Repair Tool for Phone Laptop Watch Electronics", "asin": "B0CSJZFNY9", "price": "$109.99", "quantity": ""},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": ""},
{"title": "HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair", "asin": "B09MR5HFPB", "price": "$29.99", "quantity": ""},
{"title": "iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit", "asin": "B01GF0KV6G", "price": "$74.95", "quantity": ""},
{"title": "HOTO Electric Screwdriver Rechargeable, 3.6V Cordless Screwdriver Set USB-C, 3 Torque Settings, 1500mAh Battery, LED Light & 12 S2 Metal Bits for Furniture/Electrical Repairs\nBattery Powered", "asin": "B08Z74BLX9", "price": "$59.99", "quantity": ""},
{"title": "iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit", "asin": "B01GF0KV6G", "price": "$74.95", "quantity": ""},
{"title": "Fanttik E1 NEX Workstation 3.7V Electric Screwdriver Kit, Precision Screwdriver Set, 64 Magnetic Bits, 12 Types Fix Tools, 0.05/0.2 N.m, Repair Tool for Phone Laptop Watch Electronics", "asin": "B0CSJZFNY9", "price": "$109.99", "quantity": ""},
{"title": "iFixit Pro Tech Go Toolkit - Portable Electronics Repair Set", "asin": "B0DD96HCNK", "price": "$49.95", "quantity": ""},
{"title": "HOTO Electric Screwdriver Rechargeable, 3.6V Cordless Screwdriver Set USB-C, 3 Torque Settings, 1500mAh Battery, LED Light & 12 S2 Metal Bits for Furniture/Electrical Repairs\nBattery Powered", "asin": "B08Z74BLX9", "price": "$59.99", "quantity": ""},
{"title": "Fanttik S1 Pro 3.7V Electric Screwdriver, Power Screwdriver, 14 S2 Steel Bits, 3 Torque Settings, Max 6 N.m, 2000mAh Battery, LED Light, 1/4''Hex, Cordless Screwdriver for Furniture/Desktop Computer\nBattery Powered", "asin": "B0C141QZVL", "price": "$89.99", "quantity": ""}],
"ads": [{"title": "Fanttik E1 Max 3.7V Electric Screwdriver, Mini Precision Screwdriver Set, 50 Magnetic Bits, Magnetic Storage, 5/32\u2018\u2019Hex, Repair Tool Kit for Electronics Phone Camera Laptop Watch (Grey)", "asin": "B0BGWRWRX2"},
{"title": "Fanttik E2 Max 3.7V Mini Electric Screwdriver, Electric Screwdriver Cordless, Max 0.4N.m, 50 Magnetic Bits, 5/32'' Hex, Magnetic Storage, Repair Tool for Electronics Phone Camera Laptop Watch", "asin": "B0DSVLG2LY"},
{"title": "Fanttik S1 Capsule 3.7V Cordless Screwdriver, Electric Screwdriver, Max 5 N.m, 320 RPM Motor, 5 Pcs Double-Ended Bits, Compact Design, LED Light, 1/4''Hex, Idea Tool for Furniture, Appliances-Grey", "asin": "B0D228DLMN"}],
"search_results": [{"title": "Amazon Basics by SKIL 4V Cordless Stick Screwdriver with 10-Piece Bit Set and USB Cable(Previously Denali brand)", "asin": "B09PFCX8Q1", "price": "$24.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Fanttik E1 NEX Workstation 3.7V Electric Screwdriver Kit, Precision Screwdriver Set, 64 Magnetic Bits, 12 Types Fix Tools, 0.05/0.2 N.m, Repair Tool for Phone Laptop Watch Electronics", "asin": "B0CSJZFNY9", "price": "$109.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "iFixit Pro Tech Go Toolkit - Portable Electronics Repair Set", "asin": "B0DD96HCNK", "price": "$49.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Fanttik S1 Pro 3.7V Electric Screwdriver, Power Screwdriver, 14 S2 Steel Bits, 3 Torque Settings, Max 6 N.m, 2000mAh Battery, LED Light, 1/4''Hex, Cordless Screwdriver for Furniture/Desktop Computer", "asin": "B0C141QZVL", "price": "$89.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "HOTO Electric Screwdriver Kit,25-Piece Upgraded Bit Set,3.6V Cordless Screwdriver Rechargeable,Magnetic Case Lid,3 Torque Settings,1500mAh Battery,LED Light for Furniture/Electrical Repairs", "asin": "B0BLMQ8BXB", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Fanttik E1 Max 3.7V Electric Screwdriver, Mini Precision Screwdriver Set, 50 Magnetic Bits, Magnetic Storage, 5/32\u2018\u2019Hex, Repair Tool Kit for Electronics Phone Camera Laptop Watch (Grey)", "asin": "B0BGWRWRX2", "price": "$69.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "SKIL Twist 2.0 Rechargeable 4V Screwdriver with Pivoting Head, Torque Setting, USB-C Charging Cable, 28 PC Bit Set & Carrying Case- SD5619-02", "asin": "B0CGLPL4PS", "price": "$39.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Amazon Basics by SKIL 4V Cordless Stick Screwdriver with 10-Piece Bit Set and USB Cable(Previously Denali brand)", "asin": "B09PFCX8Q1", "price": "$24.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Hi-Spec Electric Screwdriver 27pc 3.6V Pink USB Small Power Screwdriver Set. Cordless & Rechargeable with Driver Bit Set", "asin": "B013PTOXA0", "price": "$20.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "BLACK+DECKER 4V MAX* Cordless Screwdriver with LED Light (BDCSFL20C)", "asin": "B0753F9HK9", "price": "$24.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "SKIL Rechargeable 4V Cordless Screwdriver with Circuit Sensor Technology, Includes 9pcs Bit, 1pc Bit Holder, USB Charging Cable - SD561201, Red", "asin": "B07C4916LS", "price": "$29.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Amazon Basics by SKIL 4V Cordless Stick Screwdriver with 34-Piece Bit Set, Carrying Case, and USB Cable (Previously Denali brand)", "asin": "B09PFBMLFN", "price": "$37.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit", "asin": "B01GF0KV6G", "price": "$74.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair", "asin": "B09MR5HFPB", "price": "$29.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Fanttik E1 Pro 3.7V Mini Electric Screwdriver, Precision Screwdriver Set with 24 Magnetic Bits, Max. 3 N.m, Magnetic Storage, 5/32''Hex, Repair Tool Set for Phone Camera Laptop Watch", "asin": "B097BJ8WP7", "price": "$49.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "SKIL Rechargeable 4V Cordless Pistol Grip Screwdriver with 42pcs Bit Set, USB Charger and Carrying Case - SD5618-03", "asin": "B08H1ZNBJ2", "price": "$34.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "DEWALT Cordless Screwdriver with FLEXDRIVE Control and Screwdriving Bits (DWHT66719)", "asin": "B0DJBQ9ZBF", "price": "$79.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "HOTO Electric Screwdriver Rechargeable, 3.6V Cordless Screwdriver Set USB-C, 3 Torque Settings, 1500mAh Battery, LED Light & 12 S2 Metal Bits for Furniture/Electrical Repairs", "asin": "B08Z74BLX9", "price": "$59.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "HOTO Mini Electric Screwdriver 25 Magnetic S2 Bits, 170RPM Precision Screwdriver Set USB-C, 2 Torque Settings, LED Light, Small Repair Tools for Eyeglasses, Electronics", "asin": "B0D78XR6FR", "price": "$59.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "STREBITO Mini Electric Screwdriver, 144-Piece Electric Precision Screwdriver Set Small Power Screwdriver Cordless Rechargeable, Electronic Repair Tool Kit for PC, Computer, Laptop, Phone, RC Drone", "asin": "B0C58TRNQV", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "HOTO Electric Screwdriver Rechargeable, 3.6V Cordless Screwdriver Set USB-C, 3 Torque Settings, 1500mAh Battery, LED Light & 12 S2 Metal Bits for Furniture/Electrical Repairs", "asin": "B08Z74BLX9", "price": "$59.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "CRAFTSMAN 4V Electric Screwdriver Set, 300 RPM, Micro-USB Charging Port, 3-Stage Battery Charge Indicator (CMHT66718B20)", "asin": "B08WVKJ42C", "price": "$41.98", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "HOTO Electric Screwdriver Kit,25-Piece Upgraded Bit Set,3.6V Cordless Screwdriver Rechargeable,Magnetic Case Lid,3 Torque Settings,1500mAh Battery,LED Light for Furniture/Electrical Repairs", "asin": "B0BLMQ8BXB", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "AMIR Electric Screwdriver Cordless, Rechargeable Power Screwdrivers Set, Portable Automatic Home Repair Tool Kit with LED Lights and USB Cable", "asin": "B0B1Q55MDQ", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Fanttik S1 Pro 3.7V Electric Screwdriver, Power Screwdriver, 14 S2 Steel Bits, 3 Torque Settings, Max 6 N.m, 2000mAh Battery, LED Light, 1/4''Hex, Cordless Screwdriver for Furniture/Desktop Computer", "asin": "B0C141QZVL", "price": "$89.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Small 4V Electric Screwdriver,Kiprim ES3 Cordless Screwdriver Tool with Rechargeable Battery,LED Front Light & Power Display Light for Home DIY Blue", "asin": "B09M7ZY4ZM", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "CRAFTSMAN 4V Cordless Screwdriver with Charger and Screwdriving Bits Included (CMHT6650C)", "asin": "B0CG9WTMSY", "price": "$24.98", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Mini Electric Screwdriver 3.7V, Cordless Screwdrive Set, Precision Electric Screwdriver 72-in-1 Magnetic Bits, Rechargeable Portable Repair Tool Kit for Electronics Laptops Glasses Clocks", "asin": "B0D4QSB3KP", "price": "$42.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "LMQ Mini Electric Screwdriver Set,30 in 1 Small Electric Screwdriver Cordless 24 Magnetic Bits,Dual-speed Adjustment,3 LED Lights, Mini Power Screwdriver Repair Tool Kit,for Phone Camera Watch Laptop", "asin": "B0D2RHCQ1H", "price": "$13.58", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Electric Ball Grip", "asin": "B09V218NSD", "price": "$45.40", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "DuroFrot 4.2V Electric Screwdriver Kit, 4 Torque Settings Screw Driver, Cordless Rechargeable Screwdriver Drill with LED Light, 35 CRV Steel Screwdriver Bits, 8 Sockets, Magnetic Hex Chuck", "asin": "B0DFTHZNVF", "price": "$17.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Milwaukee 2401-20 M12 12-Volt Lithium-Ion Cordless 1/4 in. Hex Screwdriver (Tool-Only)", "asin": "B00VYNEEZO", "price": "$41.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Small Cordless Screwdriver,Battery Operated,Rechargeable, Can Rotate Clockwise Or Counterclockwise,With A Button Control And Ultra Long Battery Life,10 Bits&2 Extended Bits, Magnetic Hex Chuck", "asin": "B0CXCNZXT5", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "BLACK+DECKER 20V MAX* POWERCONNECT Cordless Drill Kit + 100 pc. Kit (BDC120VA100), Orange", "asin": "B0079IRIG0", "price": "$59.00", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Worx WX240L 4V 3-Speed Cordless Screwdriver", "asin": "B08FDBVDD8", "price": "$34.99", "delivery": "FREE delivery Fri, Apr 11 for Prime members"},
{"title": "Cordless Electric Screwdriver, Precision Screwdriver Set with 42 Magnetic Drill Bits, All-in-One Magnetic Case, 5 Torque Settings, 500mAh Rechargeable Battery, Multi-tool Kit for Phone PC Camera", "asin": "B0DPX8BPWC", "price": "$34.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "3.7V Mini Electric Screwdriver, 57-in-1 Magnetic Bits Precision Screwdriver Set electric screw driver with LED Light, 3 Torque Settings Repair Tool for Phone Camera Laptop Watch", "asin": "B0DCNBJHJC", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "ENERTWIST Cordless Screwdriver, 8V Max 10Nm Electric Screwdriver Rechargeable Set with 82 Accessory Kit and Charger in Carrying Case, 21+1 Cluth, Dual Position Handle, LED Light, ET-CS-8", "asin": "B0812ZHY5N", "price": "$38.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Metabo HPT Cordless Screwdriver Set, 3.6V, Precision Screwdriver Set with Case, 2 Lithium-Ion Batteries, Charger and Bit, 21 Clutch, Electric Screwdriver with LED light, Torque Screwdriver, DB3DL2", "asin": "B07L78Y72J", "price": "$59.00", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Pink Cordless Electric Screwdriver Set, 4.1V Rechargeable Small Electric Drill with 48pcs Driver Bit Set, Power 3Nm Screw Gun with 2 Position Handle, Flexible Shaft LED Light for Women", "asin": "B0D59KBH74", "price": "$17.83", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Mini Electric Screwdriver Cordless Set, 3.7V 42-in 1 Magnetic Bits Screwdriver Set with 5 Torque Settings, Demagnetizer/Magnetizer, LCD Display, LED Lights, For Laptop/Phone/Camera/Glasses", "asin": "B0D9LXHB2D", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Mini Electric Screwdriver Set Upgraded: UnaMela Small Electric Precision Screwdriver Cordless - 30 S2 Bits, 3 Torque Settings, 4 LED Lights, Power Screwdriver Repair Tool Kit for PC RC Electronics", "asin": "B0D9NGRCC9", "price": "$19.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair", "asin": "B09MR5HFPB", "price": "$29.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "DEWALT 20V Max Cordless Drill/Driver Kit, 2 Batteries and Charger Included (DCD771C2)", "asin": "B00ET5VMTU", "price": "$99.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Worx 4V Electric Screwdriver, Rechargeable Cordless Power Screwdriver Set with 6 Bits, Screw Holder, Charger - WX255L", "asin": "B00ZFR4JA0", "price": "$34.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "25-Piece Electric Screwdriver Set - Cordless Drill with LED Work Light, Automatic Spindle Lock, and Screw Driver Bits by Stalwart (Red)", "asin": "B002TFEKDM", "price": "$8.96", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "SHARDEN Mini Electric Screwdriver, 29 in 1 Small Electric Screwdriver Kit with 24 Magnetic Bits, Precision Cordless Repair Tool for Phone, Camera, Laptop, Watch", "asin": "B0CY2LCWBZ", "price": "$19.89", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Makita DF001DW 3.6V Lithium-Ion 1/4\" Hex Screwdriver Kit, Teal, 3.6V", "asin": "B01NC1VO3Q", "price": "$95.48", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "POPULO 4V Electric Screwdriver Kit,6 Torque Settings, Power Screw Driver Cordless Rechargeable with LED Work Light, 32 pieces Screwdriver Bits, 8 Sockets, Flex Hex Shaft, Bit Holders and Storage Box", "asin": "B08BZ4WY8X", "price": "$28.97", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "35 in 1 Electric Screwdriver Kit, 3.6V Cordless Rechargeable With 30 S2-Steel Magnetic Bits, LED Shadowless Lamp, 5N.m 2000mAh for Computer, Bookcase, Bicycle", "asin": "B0C7TJ5H1L", "price": "$20.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "BLACK+DECKER Electric Screwdriver, Cordless, 180 RPM, 3.6V, Spindle Lock with Pivoting Handle, Charger and 2 Hex Shank Bits Included (Li2000)", "asin": "B005LTNLDS", "price": "$39.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "DEWALT 8V MAX Cordless Screwdriver, Gyroscopic, Rechargeable, Battery and Charger Included (DCF682N1)", "asin": "B011WRUODC"},
{"title": "Fanttik L1 Pro 3.7V Cordless Screwdriver, Electric Screwdriver Set with 14 Bits, Digital Screen, Li-ion 2000mAh, 1/4''Hex, 6 Torque Settings 0.5-6 N.m, Variable Speed, Front LED-Grey", "asin": "B09797H8GN", "price": "$59.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "3.6V Cordless Electric Screwdriver Rechargeable portable Mini Rotary Home Gadget\uff0cAutomatic Manual all in one with LED Light and USB-C Charging Cable RED", "asin": "B0B2822WJS", "price": "$29.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Electric Screwdriver, Precision Screwdriver Set, 88-in-1 Magnetic Bits, Magnetic Storage, 5 Torque Settings, Mini 3.7V Power Screwdriver Repair Tool Kit for PC RC Electronic - GREY", "asin": "B0DH3DYRY5", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "WORX 4V Lithium Screwdriver 30-Piece Accessory Kit WX242L", "asin": "B0DV3XNC3C", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Bosch Bosch Go (Gen-2.0) Smart Screwdriver, Blue, 1 Piece", "asin": "B0845919P2", "price": "$75.00", "delivery": " Two-Day FREE delivery Sun, Apr 6 Only 4 left in stock - order soon."},
{"title": "DEKOPRO 8V Cordless Drill, Drill Set with 3/8\"Keyless Chuck, 42pcs Acessories, Built-in LED, Type-C Charge Cable, Pink Power Drill for Drilling and Tightening/Loosening Screws", "asin": "B09Y8BWFZB", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Sainlogic Electric Screwdriver, 68 in 1 Screwdriver Set, 3.7V Mini Electric screwdriver cordless 350mAh, 5 Torque Settings, 4 LED Lights, Electric Small Screwdriver Set for Phone Camera Watch", "asin": "B0D3D1ZJWW", "price": "$37.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:08:07.413Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:08:07.413Z\",\"action\": \"click_product\",\"acion_argument\": \"B08SGM6F79\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:08:07.413Z\",\"action\": \"click_product\",\"acion_argument\": \"B08SGM6F79\",}</answer>",
"index": 703,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"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\": \"electric screwdriver\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Fanttik E1 NEX Workstation 3.7V Electric Screwdriver Kit, Precision Screwdriver Set, 64 Magnetic Bits, 12 Types Fix Tools, 0.05/0.2 N.m, Repair Tool for Phone Laptop Watch Electronics\", \"asin\": \"B0CSJZFNY9\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair\", \"asin\": \"B09MR5HFPB\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"quantity\": \"\"},\n{\"title\": \"HOTO Electric Screwdriver Rechargeable, 3.6V Cordless Screwdriver Set USB-C, 3 Torque Settings, 1500mAh Battery, LED Light & 12 S2 Metal Bits for Furniture/Electrical Repairs\\nBattery Powered\", \"asin\": \"B08Z74BLX9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"quantity\": \"\"},\n{\"title\": \"Fanttik E1 NEX Workstation 3.7V Electric Screwdriver Kit, Precision Screwdriver Set, 64 Magnetic Bits, 12 Types Fix Tools, 0.05/0.2 N.m, Repair Tool for Phone Laptop Watch Electronics\", \"asin\": \"B0CSJZFNY9\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"iFixit Pro Tech Go Toolkit - Portable Electronics Repair Set\", \"asin\": \"B0DD96HCNK\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"HOTO Electric Screwdriver Rechargeable, 3.6V Cordless Screwdriver Set USB-C, 3 Torque Settings, 1500mAh Battery, LED Light & 12 S2 Metal Bits for Furniture/Electrical Repairs\\nBattery Powered\", \"asin\": \"B08Z74BLX9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Fanttik S1 Pro 3.7V Electric Screwdriver, Power Screwdriver, 14 S2 Steel Bits, 3 Torque Settings, Max 6 N.m, 2000mAh Battery, LED Light, 1/4''Hex, Cordless Screwdriver for Furniture/Desktop Computer\\nBattery Powered\", \"asin\": \"B0C141QZVL\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Fanttik E1 Max 3.7V Electric Screwdriver, Mini Precision Screwdriver Set, 50 Magnetic Bits, Magnetic Storage, 5/32\\u2018\\u2019Hex, Repair Tool Kit for Electronics Phone Camera Laptop Watch (Grey)\", \"asin\": \"B0BGWRWRX2\"},\n{\"title\": \"Fanttik E2 Max 3.7V Mini Electric Screwdriver, Electric Screwdriver Cordless, Max 0.4N.m, 50 Magnetic Bits, 5/32'' Hex, Magnetic Storage, Repair Tool for Electronics Phone Camera Laptop Watch\", \"asin\": \"B0DSVLG2LY\"},\n{\"title\": \"Fanttik S1 Capsule 3.7V Cordless Screwdriver, Electric Screwdriver, Max 5 N.m, 320 RPM Motor, 5 Pcs Double-Ended Bits, Compact Design, LED Light, 1/4''Hex, Idea Tool for Furniture, Appliances-Grey\", \"asin\": \"B0D228DLMN\"}],\n\"search_results\": [{\"title\": \"Amazon Basics by SKIL 4V Cordless Stick Screwdriver with 10-Piece Bit Set and USB Cable(Previously Denali brand)\", \"asin\": \"B09PFCX8Q1\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Fanttik E1 NEX Workstation 3.7V Electric Screwdriver Kit, Precision Screwdriver Set, 64 Magnetic Bits, 12 Types Fix Tools, 0.05/0.2 N.m, Repair Tool for Phone Laptop Watch Electronics\", \"asin\": \"B0CSJZFNY9\", \"price\": \"$109.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Pro Tech Go Toolkit - Portable Electronics Repair Set\", \"asin\": \"B0DD96HCNK\", \"price\": \"$49.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Fanttik S1 Pro 3.7V Electric Screwdriver, Power Screwdriver, 14 S2 Steel Bits, 3 Torque Settings, Max 6 N.m, 2000mAh Battery, LED Light, 1/4''Hex, Cordless Screwdriver for Furniture/Desktop Computer\", \"asin\": \"B0C141QZVL\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"HOTO Electric Screwdriver Kit,25-Piece Upgraded Bit Set,3.6V Cordless Screwdriver Rechargeable,Magnetic Case Lid,3 Torque Settings,1500mAh Battery,LED Light for Furniture/Electrical Repairs\", \"asin\": \"B0BLMQ8BXB\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Fanttik E1 Max 3.7V Electric Screwdriver, Mini Precision Screwdriver Set, 50 Magnetic Bits, Magnetic Storage, 5/32\\u2018\\u2019Hex, Repair Tool Kit for Electronics Phone Camera Laptop Watch (Grey)\", \"asin\": \"B0BGWRWRX2\", \"price\": \"$69.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SKIL Twist 2.0 Rechargeable 4V Screwdriver with Pivoting Head, Torque Setting, USB-C Charging Cable, 28 PC Bit Set & Carrying Case- SD5619-02\", \"asin\": \"B0CGLPL4PS\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Amazon Basics by SKIL 4V Cordless Stick Screwdriver with 10-Piece Bit Set and USB Cable(Previously Denali brand)\", \"asin\": \"B09PFCX8Q1\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hi-Spec Electric Screwdriver 27pc 3.6V Pink USB Small Power Screwdriver Set. Cordless & Rechargeable with Driver Bit Set\", \"asin\": \"B013PTOXA0\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"BLACK+DECKER 4V MAX* Cordless Screwdriver with LED Light (BDCSFL20C)\", \"asin\": \"B0753F9HK9\", \"price\": \"$24.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SKIL Rechargeable 4V Cordless Screwdriver with Circuit Sensor Technology, Includes 9pcs Bit, 1pc Bit Holder, USB Charging Cable - SD561201, Red\", \"asin\": \"B07C4916LS\", \"price\": \"$29.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Amazon Basics by SKIL 4V Cordless Stick Screwdriver with 34-Piece Bit Set, Carrying Case, and USB Cable (Previously Denali brand)\", \"asin\": \"B09PFBMLFN\", \"price\": \"$37.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair\", \"asin\": \"B09MR5HFPB\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Fanttik E1 Pro 3.7V Mini Electric Screwdriver, Precision Screwdriver Set with 24 Magnetic Bits, Max. 3 N.m, Magnetic Storage, 5/32''Hex, Repair Tool Set for Phone Camera Laptop Watch\", \"asin\": \"B097BJ8WP7\", \"price\": \"$49.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SKIL Rechargeable 4V Cordless Pistol Grip Screwdriver with 42pcs Bit Set, USB Charger and Carrying Case - SD5618-03\", \"asin\": \"B08H1ZNBJ2\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"DEWALT Cordless Screwdriver with FLEXDRIVE Control and Screwdriving Bits (DWHT66719)\", \"asin\": \"B0DJBQ9ZBF\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"HOTO Electric Screwdriver Rechargeable, 3.6V Cordless Screwdriver Set USB-C, 3 Torque Settings, 1500mAh Battery, LED Light & 12 S2 Metal Bits for Furniture/Electrical Repairs\", \"asin\": \"B08Z74BLX9\", \"price\": \"$59.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HOTO Mini Electric Screwdriver 25 Magnetic S2 Bits, 170RPM Precision Screwdriver Set USB-C, 2 Torque Settings, LED Light, Small Repair Tools for Eyeglasses, Electronics\", \"asin\": \"B0D78XR6FR\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"STREBITO Mini Electric Screwdriver, 144-Piece Electric Precision Screwdriver Set Small Power Screwdriver Cordless Rechargeable, Electronic Repair Tool Kit for PC, Computer, Laptop, Phone, RC Drone\", \"asin\": \"B0C58TRNQV\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HOTO Electric Screwdriver Rechargeable, 3.6V Cordless Screwdriver Set USB-C, 3 Torque Settings, 1500mAh Battery, LED Light & 12 S2 Metal Bits for Furniture/Electrical Repairs\", \"asin\": \"B08Z74BLX9\", \"price\": \"$59.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"CRAFTSMAN 4V Electric Screwdriver Set, 300 RPM, Micro-USB Charging Port, 3-Stage Battery Charge Indicator (CMHT66718B20)\", \"asin\": \"B08WVKJ42C\", \"price\": \"$41.98\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"HOTO Electric Screwdriver Kit,25-Piece Upgraded Bit Set,3.6V Cordless Screwdriver Rechargeable,Magnetic Case Lid,3 Torque Settings,1500mAh Battery,LED Light for Furniture/Electrical Repairs\", \"asin\": \"B0BLMQ8BXB\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"AMIR Electric Screwdriver Cordless, Rechargeable Power Screwdrivers Set, Portable Automatic Home Repair Tool Kit with LED Lights and USB Cable\", \"asin\": \"B0B1Q55MDQ\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Fanttik S1 Pro 3.7V Electric Screwdriver, Power Screwdriver, 14 S2 Steel Bits, 3 Torque Settings, Max 6 N.m, 2000mAh Battery, LED Light, 1/4''Hex, Cordless Screwdriver for Furniture/Desktop Computer\", \"asin\": \"B0C141QZVL\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Small 4V Electric Screwdriver,Kiprim ES3 Cordless Screwdriver Tool with Rechargeable Battery,LED Front Light & Power Display Light for Home DIY Blue\", \"asin\": \"B09M7ZY4ZM\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"CRAFTSMAN 4V Cordless Screwdriver with Charger and Screwdriving Bits Included (CMHT6650C)\", \"asin\": \"B0CG9WTMSY\", \"price\": \"$24.98\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Mini Electric Screwdriver 3.7V, Cordless Screwdrive Set, Precision Electric Screwdriver 72-in-1 Magnetic Bits, Rechargeable Portable Repair Tool Kit for Electronics Laptops Glasses Clocks\", \"asin\": \"B0D4QSB3KP\", \"price\": \"$42.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"LMQ Mini Electric Screwdriver Set,30 in 1 Small Electric Screwdriver Cordless 24 Magnetic Bits,Dual-speed Adjustment,3 LED Lights, Mini Power Screwdriver Repair Tool Kit,for Phone Camera Watch Laptop\", \"asin\": \"B0D2RHCQ1H\", \"price\": \"$13.58\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Ball Grip\", \"asin\": \"B09V218NSD\", \"price\": \"$45.40\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"DuroFrot 4.2V Electric Screwdriver Kit, 4 Torque Settings Screw Driver, Cordless Rechargeable Screwdriver Drill with LED Light, 35 CRV Steel Screwdriver Bits, 8 Sockets, Magnetic Hex Chuck\", \"asin\": \"B0DFTHZNVF\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Milwaukee 2401-20 M12 12-Volt Lithium-Ion Cordless 1/4 in. Hex Screwdriver (Tool-Only)\", \"asin\": \"B00VYNEEZO\", \"price\": \"$41.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Small Cordless Screwdriver,Battery Operated,Rechargeable, Can Rotate Clockwise Or Counterclockwise,With A Button Control And Ultra Long Battery Life,10 Bits&2 Extended Bits, Magnetic Hex Chuck\", \"asin\": \"B0CXCNZXT5\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"BLACK+DECKER 20V MAX* POWERCONNECT Cordless Drill Kit + 100 pc. Kit (BDC120VA100), Orange\", \"asin\": \"B0079IRIG0\", \"price\": \"$59.00\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Worx WX240L 4V 3-Speed Cordless Screwdriver\", \"asin\": \"B08FDBVDD8\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Cordless Electric Screwdriver, Precision Screwdriver Set with 42 Magnetic Drill Bits, All-in-One Magnetic Case, 5 Torque Settings, 500mAh Rechargeable Battery, Multi-tool Kit for Phone PC Camera\", \"asin\": \"B0DPX8BPWC\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"3.7V Mini Electric Screwdriver, 57-in-1 Magnetic Bits Precision Screwdriver Set electric screw driver with LED Light, 3 Torque Settings Repair Tool for Phone Camera Laptop Watch\", \"asin\": \"B0DCNBJHJC\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"ENERTWIST Cordless Screwdriver, 8V Max 10Nm Electric Screwdriver Rechargeable Set with 82 Accessory Kit and Charger in Carrying Case, 21+1 Cluth, Dual Position Handle, LED Light, ET-CS-8\", \"asin\": \"B0812ZHY5N\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Metabo HPT Cordless Screwdriver Set, 3.6V, Precision Screwdriver Set with Case, 2 Lithium-Ion Batteries, Charger and Bit, 21 Clutch, Electric Screwdriver with LED light, Torque Screwdriver, DB3DL2\", \"asin\": \"B07L78Y72J\", \"price\": \"$59.00\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Pink Cordless Electric Screwdriver Set, 4.1V Rechargeable Small Electric Drill with 48pcs Driver Bit Set, Power 3Nm Screw Gun with 2 Position Handle, Flexible Shaft LED Light for Women\", \"asin\": \"B0D59KBH74\", \"price\": \"$17.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mini Electric Screwdriver Cordless Set, 3.7V 42-in 1 Magnetic Bits Screwdriver Set with 5 Torque Settings, Demagnetizer/Magnetizer, LCD Display, LED Lights, For Laptop/Phone/Camera/Glasses\", \"asin\": \"B0D9LXHB2D\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mini Electric Screwdriver Set Upgraded: UnaMela Small Electric Precision Screwdriver Cordless - 30 S2 Bits, 3 Torque Settings, 4 LED Lights, Power Screwdriver Repair Tool Kit for PC RC Electronics\", \"asin\": \"B0D9NGRCC9\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair\", \"asin\": \"B09MR5HFPB\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"DEWALT 20V Max Cordless Drill/Driver Kit, 2 Batteries and Charger Included (DCD771C2)\", \"asin\": \"B00ET5VMTU\", \"price\": \"$99.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Worx 4V Electric Screwdriver, Rechargeable Cordless Power Screwdriver Set with 6 Bits, Screw Holder, Charger - WX255L\", \"asin\": \"B00ZFR4JA0\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"25-Piece Electric Screwdriver Set - Cordless Drill with LED Work Light, Automatic Spindle Lock, and Screw Driver Bits by Stalwart (Red)\", \"asin\": \"B002TFEKDM\", \"price\": \"$8.96\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"SHARDEN Mini Electric Screwdriver, 29 in 1 Small Electric Screwdriver Kit with 24 Magnetic Bits, Precision Cordless Repair Tool for Phone, Camera, Laptop, Watch\", \"asin\": \"B0CY2LCWBZ\", \"price\": \"$19.89\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Makita DF001DW 3.6V Lithium-Ion 1/4\\\" Hex Screwdriver Kit, Teal, 3.6V\", \"asin\": \"B01NC1VO3Q\", \"price\": \"$95.48\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"POPULO 4V Electric Screwdriver Kit,6 Torque Settings, Power Screw Driver Cordless Rechargeable with LED Work Light, 32 pieces Screwdriver Bits, 8 Sockets, Flex Hex Shaft, Bit Holders and Storage Box\", \"asin\": \"B08BZ4WY8X\", \"price\": \"$28.97\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"35 in 1 Electric Screwdriver Kit, 3.6V Cordless Rechargeable With 30 S2-Steel Magnetic Bits, LED Shadowless Lamp, 5N.m 2000mAh for Computer, Bookcase, Bicycle\", \"asin\": \"B0C7TJ5H1L\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"BLACK+DECKER Electric Screwdriver, Cordless, 180 RPM, 3.6V, Spindle Lock with Pivoting Handle, Charger and 2 Hex Shank Bits Included (Li2000)\", \"asin\": \"B005LTNLDS\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"DEWALT 8V MAX Cordless Screwdriver, Gyroscopic, Rechargeable, Battery and Charger Included (DCF682N1)\", \"asin\": \"B011WRUODC\"},\n{\"title\": \"Fanttik L1 Pro 3.7V Cordless Screwdriver, Electric Screwdriver Set with 14 Bits, Digital Screen, Li-ion 2000mAh, 1/4''Hex, 6 Torque Settings 0.5-6 N.m, Variable Speed, Front LED-Grey\", \"asin\": \"B09797H8GN\", \"price\": \"$59.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"3.6V Cordless Electric Screwdriver Rechargeable portable Mini Rotary Home Gadget\\uff0cAutomatic Manual all in one with LED Light and USB-C Charging Cable RED\", \"asin\": \"B0B2822WJS\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Electric Screwdriver, Precision Screwdriver Set, 88-in-1 Magnetic Bits, Magnetic Storage, 5 Torque Settings, Mini 3.7V Power Screwdriver Repair Tool Kit for PC RC Electronic - GREY\", \"asin\": \"B0DH3DYRY5\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"WORX 4V Lithium Screwdriver 30-Piece Accessory Kit WX242L\", \"asin\": \"B0DV3XNC3C\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Bosch Bosch Go (Gen-2.0) Smart Screwdriver, Blue, 1 Piece\", \"asin\": \"B0845919P2\", \"price\": \"$75.00\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 4 left in stock - order soon.\"},\n{\"title\": \"DEKOPRO 8V Cordless Drill, Drill Set with 3/8\\\"Keyless Chuck, 42pcs Acessories, Built-in LED, Type-C Charge Cable, Pink Power Drill for Drilling and Tightening/Loosening Screws\", \"asin\": \"B09Y8BWFZB\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sainlogic Electric Screwdriver, 68 in 1 Screwdriver Set, 3.7V Mini Electric screwdriver cordless 350mAh, 5 Torque Settings, 4 LED Lights, Electric Small Screwdriver Set for Phone Camera Watch\", \"asin\": \"B0D3D1ZJWW\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:08:07.413Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"electric screwdriver\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08SGM6F79\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"\\u3010Wide Application\\u3011This precision screwdriver set has 120 bits, complete with every driver bit you\\u2019ll need to tackle any repair or DIY project. In addition, this repair kit has 22 practical accessories, such as magnetizer, magnetic mat, ESD tweezers, suction cup, spudger, cleaning brush, etc. Whether you're a professional or a amateur, this toolkit has what you need to repair all cell phone, computer, laptops, SSD, iPad, game consoles, tablets, glasses, HVAC, sewing machine, etc \\u3010Humanized Design\\u3011This electronic screwdriver set has been professionally designed to maximize your repair capabilities. The screwdriver features a particle grip and rubberized, ergonomic handle with swivel top, provides a comfort grip and smoothly spinning. Magnetic bit holder transmits magnetism through the screwdriver bit, helping you handle tiny screws. And flexible extension shaft is useful for removing screw in tight spots \\u3010Magnetic Design\\u3011This professional tool set has 2 magnetic tools, help to save your energy and time. The 5.7*3.3\\\" magnetic project mat can keep all tiny screws and parts organized, prevent from losing and messing up, make your repair work more efficient. Magnetizer demagnetizer tool helps strengthen the magnetism of the screwdriver tips to grab screws, or weaken it to avoid damage to your sensitive electronics \\u3010Organize & Portable\\u3011All screwdriver bits are stored in rubber bit holder which marked with type and size for fast recognizing. And the repair tools are held in a tear-resistant and shock-proof oxford bag, offering a whole protection and organized storage, no more worry about losing anything. The tool bag with nylon strap is light and handy, easy to carry out, or placed in the home, office, car, drawer and other places \\u3010Quality First\\u3011The precision bits are made of 60HRC Chromium-vanadium steel which is resist abrasion, oxidation and corrosion, sturdy and durable, ensure long time use. This computer tool kit is covered by our lifetime warranty. If you have any issues with the quality or usage, please don't hesitate to contact us\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:09:56.770Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:09:56.770Z
|
click
|
other
|
rule
|
train
| 704 |
2025-04-05T05:09:56.770Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "electric screwdriver"}],
"cart_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B08SGM6F79"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console"},
{"price": "$27.99"},
{"bullet_list": "\u3010Wide Application\u3011This precision screwdriver set has 120 bits, complete with every driver bit you\u2019ll need to tackle any repair or DIY project. In addition, this repair kit has 22 practical accessories, such as magnetizer, magnetic mat, ESD tweezers, suction cup, spudger, cleaning brush, etc. Whether you're a professional or a amateur, this toolkit has what you need to repair all cell phone, computer, laptops, SSD, iPad, game consoles, tablets, glasses, HVAC, sewing machine, etc \u3010Humanized Design\u3011This electronic screwdriver set has been professionally designed to maximize your repair capabilities. The screwdriver features a particle grip and rubberized, ergonomic handle with swivel top, provides a comfort grip and smoothly spinning. Magnetic bit holder transmits magnetism through the screwdriver bit, helping you handle tiny screws. And flexible extension shaft is useful for removing screw in tight spots \u3010Magnetic Design\u3011This professional tool set has 2 magnetic tools, help to save your energy and time. The 5.7*3.3\" magnetic project mat can keep all tiny screws and parts organized, prevent from losing and messing up, make your repair work more efficient. Magnetizer demagnetizer tool helps strengthen the magnetism of the screwdriver tips to grab screws, or weaken it to avoid damage to your sensitive electronics \u3010Organize & Portable\u3011All screwdriver bits are stored in rubber bit holder which marked with type and size for fast recognizing. And the repair tools are held in a tear-resistant and shock-proof oxford bag, offering a whole protection and organized storage, no more worry about losing anything. The tool bag with nylon strap is light and handy, easy to carry out, or placed in the home, office, car, drawer and other places \u3010Quality First\u3011The precision bits are made of 60HRC Chromium-vanadium steel which is resist abrasion, oxidation and corrosion, sturdy and durable, ensure long time use. This computer tool kit is covered by our lifetime warranty. If you have any issues with the quality or usage, please don't hesitate to contact us"}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:09:56.770Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:09:56.770Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:09:56.770Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 704,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"electric screwdriver\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08SGM6F79\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"\\u3010Wide Application\\u3011This precision screwdriver set has 120 bits, complete with every driver bit you\\u2019ll need to tackle any repair or DIY project. In addition, this repair kit has 22 practical accessories, such as magnetizer, magnetic mat, ESD tweezers, suction cup, spudger, cleaning brush, etc. Whether you're a professional or a amateur, this toolkit has what you need to repair all cell phone, computer, laptops, SSD, iPad, game consoles, tablets, glasses, HVAC, sewing machine, etc \\u3010Humanized Design\\u3011This electronic screwdriver set has been professionally designed to maximize your repair capabilities. The screwdriver features a particle grip and rubberized, ergonomic handle with swivel top, provides a comfort grip and smoothly spinning. Magnetic bit holder transmits magnetism through the screwdriver bit, helping you handle tiny screws. And flexible extension shaft is useful for removing screw in tight spots \\u3010Magnetic Design\\u3011This professional tool set has 2 magnetic tools, help to save your energy and time. The 5.7*3.3\\\" magnetic project mat can keep all tiny screws and parts organized, prevent from losing and messing up, make your repair work more efficient. Magnetizer demagnetizer tool helps strengthen the magnetism of the screwdriver tips to grab screws, or weaken it to avoid damage to your sensitive electronics \\u3010Organize & Portable\\u3011All screwdriver bits are stored in rubber bit holder which marked with type and size for fast recognizing. And the repair tools are held in a tear-resistant and shock-proof oxford bag, offering a whole protection and organized storage, no more worry about losing anything. The tool bag with nylon strap is light and handy, easy to carry out, or placed in the home, office, car, drawer and other places \\u3010Quality First\\u3011The precision bits are made of 60HRC Chromium-vanadium steel which is resist abrasion, oxidation and corrosion, sturdy and durable, ensure long time use. This computer tool kit is covered by our lifetime warranty. If you have any issues with the quality or usage, please don't hesitate to contact us\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:09:56.770Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"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\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D83F96GY\"},\n{\"title\": \"STREBITO Mini Electric Screwdriver Set 155 in 1 Small Powered Screwdriver Cordless, 140 S2 Magnetic Bits, 3 Torque Settings, 650mAh Battery, electronics tool kit for Computer, Laptop, RC, PC, Xbox\"},\n{\"price\": \"$41.99\"},\n{\"bullet_list\": \"Versatile Torque Settings: Our upgraded mini electric screwdriver features three gear torque settings of 0.15/0.35/0.7N.m and a manual torque of 5 N.m for precise control. With a powerful motor delivering a no-load speed of 200 RPM, this electric mini screwdriver ensures quick and efficient screwing. The planetary gear design reduces wear and noise, providing smoother operation and a longer tool lifespan Extended Battery Life: This mini power screwdriver set comes with a durable 650mAh lithium battery, capable of driving over 1000 screws on a single charge. The powered screwdriver charges in just 1 hour via a Type-C port, compatible with most electronic devices, makes charging your electric precision screwdriver more convenient. Plus, four built-in LED lights illuminate your workspace, even in dim conditions Complete Electric Screwdriver Kit: The STREBITO 155-piece small electric screwdriver set includes an electric screw driver, a manual screwdriver, 4 long bits, 136 common bits, and 13 additional repair tools. This comprehensive precision screwdriver set electric is ideal for repairing computer, laptop, cell phone, PC, RC car, drone, switch, PS4 PS5 console and controller, watches, and other IT tech devices User-Friendly Design: This lightweight, pen-style cordless screwdriver features a non-slip grip and responsive touch buttons for comfortable use. Easily adjust the torque with a simple push-button. The rechargeable screwdriver comes with a robust, magnetic case where each accessory is securely stored and labeled for quick access, allowing you to store, protect, and carry the electric screwdriver like a professional technician Lifetime Warranty: Built with high-quality S2 steel bits, this power screwdriver is designed for durability and long-term use. It includes STREBITO's lifetime warranty and a 30-day money-back guarantee. If you have any issues with your battery screwdriver, simply contact customer service for support, parts, replacements, or refunds. Get this screwdriver set electric as the ultimate gift for anyone on your list\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Blue\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:12:43.436Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:12:43.436Z
|
click
|
review
|
rule
|
train
| 705 |
2025-04-05T05:12:43.436Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "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": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D83F96GY"},
{"title": "STREBITO Mini Electric Screwdriver Set 155 in 1 Small Powered Screwdriver Cordless, 140 S2 Magnetic Bits, 3 Torque Settings, 650mAh Battery, electronics tool kit for Computer, Laptop, RC, PC, Xbox"},
{"price": "$41.99"},
{"bullet_list": "Versatile Torque Settings: Our upgraded mini electric screwdriver features three gear torque settings of 0.15/0.35/0.7N.m and a manual torque of 5 N.m for precise control. With a powerful motor delivering a no-load speed of 200 RPM, this electric mini screwdriver ensures quick and efficient screwing. The planetary gear design reduces wear and noise, providing smoother operation and a longer tool lifespan Extended Battery Life: This mini power screwdriver set comes with a durable 650mAh lithium battery, capable of driving over 1000 screws on a single charge. The powered screwdriver charges in just 1 hour via a Type-C port, compatible with most electronic devices, makes charging your electric precision screwdriver more convenient. Plus, four built-in LED lights illuminate your workspace, even in dim conditions Complete Electric Screwdriver Kit: The STREBITO 155-piece small electric screwdriver set includes an electric screw driver, a manual screwdriver, 4 long bits, 136 common bits, and 13 additional repair tools. This comprehensive precision screwdriver set electric is ideal for repairing computer, laptop, cell phone, PC, RC car, drone, switch, PS4 PS5 console and controller, watches, and other IT tech devices User-Friendly Design: This lightweight, pen-style cordless screwdriver features a non-slip grip and responsive touch buttons for comfortable use. Easily adjust the torque with a simple push-button. The rechargeable screwdriver comes with a robust, magnetic case where each accessory is securely stored and labeled for quick access, allowing you to store, protect, and carry the electric screwdriver like a professional technician Lifetime Warranty: Built with high-quality S2 steel bits, this power screwdriver is designed for durability and long-term use. It includes STREBITO's lifetime warranty and a 30-day money-back guarantee. If you have any issues with your battery screwdriver, simply contact customer service for support, parts, replacements, or refunds. Get this screwdriver set electric as the ultimate gift for anyone on your list"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Blue"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:12:43.436Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:12:43.436Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:12:43.436Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 705,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"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\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D83F96GY\"},\n{\"title\": \"STREBITO Mini Electric Screwdriver Set 155 in 1 Small Powered Screwdriver Cordless, 140 S2 Magnetic Bits, 3 Torque Settings, 650mAh Battery, electronics tool kit for Computer, Laptop, RC, PC, Xbox\"},\n{\"price\": \"$41.99\"},\n{\"bullet_list\": \"Versatile Torque Settings: Our upgraded mini electric screwdriver features three gear torque settings of 0.15/0.35/0.7N.m and a manual torque of 5 N.m for precise control. With a powerful motor delivering a no-load speed of 200 RPM, this electric mini screwdriver ensures quick and efficient screwing. The planetary gear design reduces wear and noise, providing smoother operation and a longer tool lifespan Extended Battery Life: This mini power screwdriver set comes with a durable 650mAh lithium battery, capable of driving over 1000 screws on a single charge. The powered screwdriver charges in just 1 hour via a Type-C port, compatible with most electronic devices, makes charging your electric precision screwdriver more convenient. Plus, four built-in LED lights illuminate your workspace, even in dim conditions Complete Electric Screwdriver Kit: The STREBITO 155-piece small electric screwdriver set includes an electric screw driver, a manual screwdriver, 4 long bits, 136 common bits, and 13 additional repair tools. This comprehensive precision screwdriver set electric is ideal for repairing computer, laptop, cell phone, PC, RC car, drone, switch, PS4 PS5 console and controller, watches, and other IT tech devices User-Friendly Design: This lightweight, pen-style cordless screwdriver features a non-slip grip and responsive touch buttons for comfortable use. Easily adjust the torque with a simple push-button. The rechargeable screwdriver comes with a robust, magnetic case where each accessory is securely stored and labeled for quick access, allowing you to store, protect, and carry the electric screwdriver like a professional technician Lifetime Warranty: Built with high-quality S2 steel bits, this power screwdriver is designed for durability and long-term use. It includes STREBITO's lifetime warranty and a 30-day money-back guarantee. If you have any issues with your battery screwdriver, simply contact customer service for support, parts, replacements, or refunds. Get this screwdriver set electric as the ultimate gift for anyone on your list\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Blue\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:12:43.436Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"electric screwdriver\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Fanttik E1 NEX Workstation 3.7V Electric Screwdriver Kit, Precision Screwdriver Set, 64 Magnetic Bits, 12 Types Fix Tools, 0.05/0.2 N.m, Repair Tool for Phone Laptop Watch Electronics\", \"asin\": \"B0CSJZFNY9\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Mini Electric Screwdriver, 144-Piece Electric Precision Screwdriver Set Small Power Screwdriver Cordless Rechargeable, Electronic Repair Tool Kit for PC, Computer, Laptop, Phone, RC Drone\", \"asin\": \"B0C58TRNQV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Electric Screwdriver 155 in 1 Mini Electric Screwdriver Set, Max 5 N.m, 140 S2 Magnetic Bits, 3 Torque Settings, 650mAh Power Screwdriver Cordless Rechargeable, Repair Tool Kit for PC Phone\", \"asin\": \"B0D7SFXP6P\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Mini Electric Screwdriver Set with Drill Bits, 52-in-1 400RPM 5 Torque Settings Precision Electric Screwdriver, 48 Magnetic Bits, Pry Bar, Led, Tweezer, Mini Drill Set Cordless for Pc\", \"asin\": \"B0CZP64LVL\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Fanttik S1 Pro 3.7V Electric Screwdriver, Power Screwdriver, 14 S2 Steel Bits, 3 Torque Settings, Max 6 N.m, 2000mAh Battery, LED Light, 1/4''Hex, Cordless Screwdriver for Furniture/Desktop Computer\\nBattery Powered\", \"asin\": \"B0C141QZVL\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Fanttik E1 NEX Workstation 3.7V Electric Screwdriver Kit, Precision Screwdriver Set, 64 Magnetic Bits, 12 Types Fix Tools, 0.05/0.2 N.m, Repair Tool for Phone Laptop Watch Electronics\", \"asin\": \"B0CSJZFNY9\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Mini Electric Screwdriver Set 155 in 1 Small Powered Screwdriver Cordless, 140 S2 Magnetic Bits, 3 Torque Settings, 650mAh Battery, electronics tool kit for Computer, Laptop, RC, PC, Xbox\", \"asin\": \"B0D83F96GY\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Mini Electric Screwdriver, 144-Piece Electric Precision Screwdriver Set Small Power Screwdriver Cordless Rechargeable, Electronic Repair Tool Kit for PC, Computer, Laptop, Phone, RC Drone\", \"asin\": \"B0C58TRNQV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"HOTO Mini Electric Screwdriver 25 Magnetic S2 Bits, 170RPM Precision Screwdriver Set USB-C, 2 Torque Settings, LED Light, Small Repair Tools for Eyeglasses, Electronics\", \"asin\": \"B0D78XR6FR\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Fanttik E1 Max 3.7V Electric Screwdriver, Mini Precision Screwdriver Set, 50 Magnetic Bits, Magnetic Storage, 5/32\\u2018\\u2019Hex, Repair Tool Kit for Electronics Phone Camera Laptop Watch (Grey)\", \"asin\": \"B0BGWRWRX2\"},\n{\"title\": \"Fanttik E2 Max 3.7V Mini Electric Screwdriver, Electric Screwdriver Cordless, Max 0.4N.m, 50 Magnetic Bits, 5/32'' Hex, Magnetic Storage, Repair Tool for Electronics Phone Camera Laptop Watch\", \"asin\": \"B0DSVLG2LY\"},\n{\"title\": \"Fanttik S1 Capsule 3.7V Cordless Screwdriver, Electric Screwdriver, Max 5 N.m, 320 RPM Motor, 5 Pcs Double-Ended Bits, Compact Design, LED Light, 1/4''Hex, Idea Tool for Furniture, Appliances-Grey\", \"asin\": \"B0D228DLMN\"}],\n\"search_results\": [{\"title\": \"Amazon Basics by SKIL 4V Cordless Stick Screwdriver with 10-Piece Bit Set and USB Cable(Previously Denali brand)\", \"asin\": \"B09PFCX8Q1\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Fanttik E1 NEX Workstation 3.7V Electric Screwdriver Kit, Precision Screwdriver Set, 64 Magnetic Bits, 12 Types Fix Tools, 0.05/0.2 N.m, Repair Tool for Phone Laptop Watch Electronics\", \"asin\": \"B0CSJZFNY9\", \"price\": \"$109.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Mini Electric Screwdriver Set 155 in 1 Small Powered Screwdriver Cordless, 140 S2 Magnetic Bits, 3 Torque Settings, 650mAh Battery, electronics tool kit for Computer, Laptop, RC, PC, Xbox\", \"asin\": \"B0D83F96GY\", \"price\": \"$41.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Mini Electric Screwdriver, 144-Piece Electric Precision Screwdriver Set Small Power Screwdriver Cordless Rechargeable, Electronic Repair Tool Kit for PC, Computer, Laptop, Phone, RC Drone\", \"asin\": \"B0C58TRNQV\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HOTO Electric Screwdriver Kit,25-Piece Upgraded Bit Set,3.6V Cordless Screwdriver Rechargeable,Magnetic Case Lid,3 Torque Settings,1500mAh Battery,LED Light for Furniture/Electrical Repairs\", \"asin\": \"B0BLMQ8BXB\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Fanttik E1 Max 3.7V Electric Screwdriver, Mini Precision Screwdriver Set, 50 Magnetic Bits, Magnetic Storage, 5/32\\u2018\\u2019Hex, Repair Tool Kit for Electronics Phone Camera Laptop Watch (Grey)\", \"asin\": \"B0BGWRWRX2\", \"price\": \"$69.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SKIL Twist 2.0 Rechargeable 4V Screwdriver with Pivoting Head, Torque Setting, USB-C Charging Cable, 28 PC Bit Set & Carrying Case- SD5619-02\", \"asin\": \"B0CGLPL4PS\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Amazon Basics by SKIL 4V Cordless Stick Screwdriver with 10-Piece Bit Set and USB Cable(Previously Denali brand)\", \"asin\": \"B09PFCX8Q1\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hi-Spec Electric Screwdriver 27pc 3.6V Pink USB Small Power Screwdriver Set. Cordless & Rechargeable with Driver Bit Set\", \"asin\": \"B013PTOXA0\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"BLACK+DECKER 4V MAX* Cordless Screwdriver with LED Light (BDCSFL20C)\", \"asin\": \"B0753F9HK9\", \"price\": \"$24.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SKIL Rechargeable 4V Cordless Screwdriver with Circuit Sensor Technology, Includes 9pcs Bit, 1pc Bit Holder, USB Charging Cable - SD561201, Red\", \"asin\": \"B07C4916LS\", \"price\": \"$29.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Amazon Basics by SKIL 4V Cordless Stick Screwdriver with 34-Piece Bit Set, Carrying Case, and USB Cable (Previously Denali brand)\", \"asin\": \"B09PFBMLFN\", \"price\": \"$37.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mini Electric Screwdriver Set with Drill Bits, 52-in-1 400RPM 5 Torque Settings Precision Electric Screwdriver, 48 Magnetic Bits, Pry Bar, Led, Tweezer, Mini Drill Set Cordless for Pc\", \"asin\": \"B0CZP64LVL\", \"price\": \"$59.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Mini Electric Screwdriver Set, 70 in 1 Small Electric Screwdriver Cordless - 64 S2 Preicison Bits, 5 Torque Settings, 4 LED Lights, Mini Power Screwdriver Repair Tool Kit for PC RC Electronic\", \"asin\": \"B0CLGLCFWL\", \"price\": \"$35.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair\", \"asin\": \"B09MR5HFPB\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Fanttik E1 Pro 3.7V Mini Electric Screwdriver, Precision Screwdriver Set with 24 Magnetic Bits, Max. 3 N.m, Magnetic Storage, 5/32''Hex, Repair Tool Set for Phone Camera Laptop Watch\", \"asin\": \"B097BJ8WP7\", \"price\": \"$49.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SKIL Rechargeable 4V Cordless Pistol Grip Screwdriver with 42pcs Bit Set, USB Charger and Carrying Case - SD5618-03\", \"asin\": \"B08H1ZNBJ2\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"DEWALT Cordless Screwdriver with FLEXDRIVE Control and Screwdriving Bits (DWHT66719)\", \"asin\": \"B0DJBQ9ZBF\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"HOTO Electric Screwdriver Rechargeable, 3.6V Cordless Screwdriver Set USB-C, 3 Torque Settings, 1500mAh Battery, LED Light & 12 S2 Metal Bits for Furniture/Electrical Repairs\", \"asin\": \"B08Z74BLX9\", \"price\": \"$59.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Small Electric Screwdriver Set, 42-in-1 Precision Screwdriver Set with 36 S2 Magnetic Bits, Electronic Tool Kit for Computer Laptop PC\", \"asin\": \"B0D8HVBCY3\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HOTO Electric Screwdriver Rechargeable, 3.6V Cordless Screwdriver Set USB-C, 3 Torque Settings, 1500mAh Battery, LED Light & 12 S2 Metal Bits for Furniture/Electrical Repairs\", \"asin\": \"B08Z74BLX9\", \"price\": \"$59.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mini Electric Screwdriver 3.7V, Cordless Screwdrive Set, Precision Electric Screwdriver 72-in-1 Magnetic Bits, Rechargeable Portable Repair Tool Kit for Electronics Laptops Glasses Clocks\", \"asin\": \"B0D4QSB3KP\", \"price\": \"$42.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"CRAFTSMAN 4V Electric Screwdriver Set, 300 RPM, Micro-USB Charging Port, 3-Stage Battery Charge Indicator (CMHT66718B20)\", \"asin\": \"B08WVKJ42C\", \"price\": \"$41.98\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"HOTO Electric Screwdriver Kit,25-Piece Upgraded Bit Set,3.6V Cordless Screwdriver Rechargeable,Magnetic Case Lid,3 Torque Settings,1500mAh Battery,LED Light for Furniture/Electrical Repairs\", \"asin\": \"B0BLMQ8BXB\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"AMIR Electric Screwdriver Cordless, Rechargeable Power Screwdrivers Set, Portable Automatic Home Repair Tool Kit with LED Lights and USB Cable\", \"asin\": \"B0B1Q55MDQ\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Fanttik S1 Pro 3.7V Electric Screwdriver, Power Screwdriver, 14 S2 Steel Bits, 3 Torque Settings, Max 6 N.m, 2000mAh Battery, LED Light, 1/4''Hex, Cordless Screwdriver for Furniture/Desktop Computer\", \"asin\": \"B0C141QZVL\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Small 4V Electric Screwdriver,Kiprim ES3 Cordless Screwdriver Tool with Rechargeable Battery,LED Front Light & Power Display Light for Home DIY Blue\", \"asin\": \"B09M7ZY4ZM\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"CRAFTSMAN 4V Cordless Screwdriver with Charger and Screwdriving Bits Included (CMHT6650C)\", \"asin\": \"B0CG9WTMSY\", \"price\": \"$24.98\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Mini Electric Screwdriver 3.7V, Cordless Screwdrive Set, Precision Electric Screwdriver 72-in-1 Magnetic Bits, Rechargeable Portable Repair Tool Kit for Electronics Laptops Glasses Clocks\", \"asin\": \"B0D4QSB3KP\", \"price\": \"$42.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"LMQ Mini Electric Screwdriver Set,30 in 1 Small Electric Screwdriver Cordless 24 Magnetic Bits,Dual-speed Adjustment,3 LED Lights, Mini Power Screwdriver Repair Tool Kit,for Phone Camera Watch Laptop\", \"asin\": \"B0D2RHCQ1H\", \"price\": \"$13.58\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"DuroFrot 4.2V Electric Screwdriver Kit, 4 Torque Settings Screw Driver, Cordless Rechargeable Screwdriver Drill with LED Light, 35 CRV Steel Screwdriver Bits, 8 Sockets, Magnetic Hex Chuck\", \"asin\": \"B0DFTHZNVF\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Milwaukee 2401-20 M12 12-Volt Lithium-Ion Cordless 1/4 in. Hex Screwdriver (Tool-Only)\", \"asin\": \"B00VYNEEZO\", \"price\": \"$41.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Electric Ball Grip\", \"asin\": \"B09V218NSD\", \"price\": \"$45.40\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Small Cordless Screwdriver,Battery Operated,Rechargeable, Can Rotate Clockwise Or Counterclockwise,With A Button Control And Ultra Long Battery Life,10 Bits&2 Extended Bits, Magnetic Hex Chuck\", \"asin\": \"B0CXCNZXT5\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"BLACK+DECKER 20V MAX* POWERCONNECT Cordless Drill Kit + 100 pc. Kit (BDC120VA100), Orange\", \"asin\": \"B0079IRIG0\", \"price\": \"$59.00\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Worx WX240L 4V 3-Speed Cordless Screwdriver\", \"asin\": \"B08FDBVDD8\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Pink Cordless Electric Screwdriver Set, 4.1V Rechargeable Small Electric Drill with 48pcs Driver Bit Set, Power 3Nm Screw Gun with 2 Position Handle, Flexible Shaft LED Light for Women\", \"asin\": \"B0D59KBH74\", \"price\": \"$17.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3.7V Mini Electric Screwdriver, 57-in-1 Magnetic Bits Precision Screwdriver Set electric screw driver with LED Light, 3 Torque Settings Repair Tool for Phone Camera Laptop Watch\", \"asin\": \"B0DCNBJHJC\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"ENERTWIST Cordless Screwdriver, 8V Max 10Nm Electric Screwdriver Rechargeable Set with 82 Accessory Kit and Charger in Carrying Case, 21+1 Cluth, Dual Position Handle, LED Light, ET-CS-8\", \"asin\": \"B0812ZHY5N\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Cordless Electric Screwdriver, Precision Screwdriver Set with 42 Magnetic Drill Bits, All-in-One Magnetic Case, 5 Torque Settings, 500mAh Rechargeable Battery, Multi-tool Kit for Phone PC Camera\", \"asin\": \"B0DPX8BPWC\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Metabo HPT Cordless Screwdriver Set, 3.6V, Precision Screwdriver Set with Case, 2 Lithium-Ion Batteries, Charger and Bit, 21 Clutch, Electric Screwdriver with LED light, Torque Screwdriver, DB3DL2\", \"asin\": \"B07L78Y72J\", \"price\": \"$59.00\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Mini Electric Screwdriver Cordless Set, 3.7V 42-in 1 Magnetic Bits Screwdriver Set with 5 Torque Settings, Demagnetizer/Magnetizer, LCD Display, LED Lights, For Laptop/Phone/Camera/Glasses\", \"asin\": \"B0D9LXHB2D\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mini Electric Screwdriver Set Upgraded: UnaMela Small Electric Precision Screwdriver Cordless - 30 S2 Bits, 3 Torque Settings, 4 LED Lights, Power Screwdriver Repair Tool Kit for PC RC Electronics\", \"asin\": \"B0D9NGRCC9\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"DEWALT 20V Max Cordless Drill/Driver Kit, 2 Batteries and Charger Included (DCD771C2)\", \"asin\": \"B00ET5VMTU\", \"price\": \"$99.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Worx 4V Electric Screwdriver, Rechargeable Cordless Power Screwdriver Set with 6 Bits, Screw Holder, Charger - WX255L\", \"asin\": \"B00ZFR4JA0\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair\", \"asin\": \"B09MR5HFPB\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"25-Piece Electric Screwdriver Set - Cordless Drill with LED Work Light, Automatic Spindle Lock, and Screw Driver Bits by Stalwart (Red)\", \"asin\": \"B002TFEKDM\", \"price\": \"$8.96\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Makita DF001DW 3.6V Lithium-Ion 1/4\\\" Hex Screwdriver Kit, Teal, 3.6V\", \"asin\": \"B01NC1VO3Q\", \"price\": \"$95.47\", \"delivery\": \"FREE delivery Tue, Apr 8 Only 16 left in stock - order soon.\"},\n{\"title\": \"SHARDEN Mini Electric Screwdriver, 29 in 1 Small Electric Screwdriver Kit with 24 Magnetic Bits, Precision Cordless Repair Tool for Phone, Camera, Laptop, Watch\", \"asin\": \"B0CY2LCWBZ\", \"price\": \"$19.89\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"POPULO 4V Electric Screwdriver Kit,6 Torque Settings, Power Screw Driver Cordless Rechargeable with LED Work Light, 32 pieces Screwdriver Bits, 8 Sockets, Flex Hex Shaft, Bit Holders and Storage Box\", \"asin\": \"B08BZ4WY8X\", \"price\": \"$28.97\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"35 in 1 Electric Screwdriver Kit, 3.6V Cordless Rechargeable With 30 S2-Steel Magnetic Bits, LED Shadowless Lamp, 5N.m 2000mAh for Computer, Bookcase, Bicycle\", \"asin\": \"B0C7TJ5H1L\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"DEWALT 8V MAX Cordless Screwdriver, Gyroscopic, Rechargeable, Battery and Charger Included (DCF682N1)\", \"asin\": \"B011WRUODC\"},\n{\"title\": \"BLACK+DECKER Electric Screwdriver, Cordless, 180 RPM, 3.6V, Spindle Lock with Pivoting Handle, Charger and 2 Hex Shank Bits Included (Li2000)\", \"asin\": \"B005LTNLDS\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Fanttik L1 Pro 3.7V Cordless Screwdriver, Electric Screwdriver Set with 14 Bits, Digital Screen, Li-ion 2000mAh, 1/4''Hex, 6 Torque Settings 0.5-6 N.m, Variable Speed, Front LED-Grey\", \"asin\": \"B09797H8GN\", \"price\": \"$59.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"3.6V Cordless Electric Screwdriver Rechargeable portable Mini Rotary Home Gadget\\uff0cAutomatic Manual all in one with LED Light and USB-C Charging Cable RED\", \"asin\": \"B0B2822WJS\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Electric Screwdriver, Precision Screwdriver Set, 88-in-1 Magnetic Bits, Magnetic Storage, 5 Torque Settings, Mini 3.7V Power Screwdriver Repair Tool Kit for PC RC Electronic - GREY\", \"asin\": \"B0DH3DYRY5\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Bosch Bosch Go (Gen-2.0) Smart Screwdriver, Blue, 1 Piece\", \"asin\": \"B0845919P2\", \"price\": \"$75.00\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 4 left in stock - order soon.\"},\n{\"title\": \"WORX 4V Lithium Screwdriver 30-Piece Accessory Kit WX242L\", \"asin\": \"B0DV3XNC3C\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"DEKOPRO 8V Cordless Drill, Drill Set with 3/8\\\"Keyless Chuck, 42pcs Acessories, Built-in LED, Type-C Charge Cable, Pink Power Drill for Drilling and Tightening/Loosening Screws\", \"asin\": \"B09Y8BWFZB\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sainlogic Electric Screwdriver, 68 in 1 Screwdriver Set, 3.7V Mini Electric screwdriver cordless 350mAh, 5 Torque Settings, 4 LED Lights, Electric Small Screwdriver Set for Phone Camera Watch\", \"asin\": \"B0D3D1ZJWW\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:14:09.532Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:14:09.532Z
|
click_product
|
B09MR5HFPB
|
rule
|
train
| 706 |
2025-04-05T05:14:09.532Z
|
click_product
|
B09MR5HFPB
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "electric screwdriver"}],
"cart_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"promotion_items": [{"title": "Fanttik E1 NEX Workstation 3.7V Electric Screwdriver Kit, Precision Screwdriver Set, 64 Magnetic Bits, 12 Types Fix Tools, 0.05/0.2 N.m, Repair Tool for Phone Laptop Watch Electronics", "asin": "B0CSJZFNY9", "price": "$109.99", "quantity": ""},
{"title": "STREBITO Mini Electric Screwdriver, 144-Piece Electric Precision Screwdriver Set Small Power Screwdriver Cordless Rechargeable, Electronic Repair Tool Kit for PC, Computer, Laptop, Phone, RC Drone", "asin": "B0C58TRNQV", "price": "$39.99", "quantity": ""},
{"title": "STREBITO Electric Screwdriver 155 in 1 Mini Electric Screwdriver Set, Max 5 N.m, 140 S2 Magnetic Bits, 3 Torque Settings, 650mAh Power Screwdriver Cordless Rechargeable, Repair Tool Kit for PC Phone", "asin": "B0D7SFXP6P", "price": "$41.99", "quantity": ""},
{"title": "Mini Electric Screwdriver Set with Drill Bits, 52-in-1 400RPM 5 Torque Settings Precision Electric Screwdriver, 48 Magnetic Bits, Pry Bar, Led, Tweezer, Mini Drill Set Cordless for Pc", "asin": "B0CZP64LVL", "price": "$59.99", "quantity": ""},
{"title": "Fanttik S1 Pro 3.7V Electric Screwdriver, Power Screwdriver, 14 S2 Steel Bits, 3 Torque Settings, Max 6 N.m, 2000mAh Battery, LED Light, 1/4''Hex, Cordless Screwdriver for Furniture/Desktop Computer\nBattery Powered", "asin": "B0C141QZVL", "price": "$89.99", "quantity": ""},
{"title": "Fanttik E1 NEX Workstation 3.7V Electric Screwdriver Kit, Precision Screwdriver Set, 64 Magnetic Bits, 12 Types Fix Tools, 0.05/0.2 N.m, Repair Tool for Phone Laptop Watch Electronics", "asin": "B0CSJZFNY9", "price": "$109.99", "quantity": ""},
{"title": "STREBITO Mini Electric Screwdriver Set 155 in 1 Small Powered Screwdriver Cordless, 140 S2 Magnetic Bits, 3 Torque Settings, 650mAh Battery, electronics tool kit for Computer, Laptop, RC, PC, Xbox", "asin": "B0D83F96GY", "price": "$41.99", "quantity": ""},
{"title": "iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit", "asin": "B01GF0KV6G", "price": "$74.95", "quantity": ""},
{"title": "STREBITO Mini Electric Screwdriver, 144-Piece Electric Precision Screwdriver Set Small Power Screwdriver Cordless Rechargeable, Electronic Repair Tool Kit for PC, Computer, Laptop, Phone, RC Drone", "asin": "B0C58TRNQV", "price": "$39.99", "quantity": ""},
{"title": "HOTO Mini Electric Screwdriver 25 Magnetic S2 Bits, 170RPM Precision Screwdriver Set USB-C, 2 Torque Settings, LED Light, Small Repair Tools for Eyeglasses, Electronics", "asin": "B0D78XR6FR", "price": "$59.99", "quantity": ""}],
"ads": [{"title": "Fanttik E1 Max 3.7V Electric Screwdriver, Mini Precision Screwdriver Set, 50 Magnetic Bits, Magnetic Storage, 5/32\u2018\u2019Hex, Repair Tool Kit for Electronics Phone Camera Laptop Watch (Grey)", "asin": "B0BGWRWRX2"},
{"title": "Fanttik E2 Max 3.7V Mini Electric Screwdriver, Electric Screwdriver Cordless, Max 0.4N.m, 50 Magnetic Bits, 5/32'' Hex, Magnetic Storage, Repair Tool for Electronics Phone Camera Laptop Watch", "asin": "B0DSVLG2LY"},
{"title": "Fanttik S1 Capsule 3.7V Cordless Screwdriver, Electric Screwdriver, Max 5 N.m, 320 RPM Motor, 5 Pcs Double-Ended Bits, Compact Design, LED Light, 1/4''Hex, Idea Tool for Furniture, Appliances-Grey", "asin": "B0D228DLMN"}],
"search_results": [{"title": "Amazon Basics by SKIL 4V Cordless Stick Screwdriver with 10-Piece Bit Set and USB Cable(Previously Denali brand)", "asin": "B09PFCX8Q1", "price": "$24.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Fanttik E1 NEX Workstation 3.7V Electric Screwdriver Kit, Precision Screwdriver Set, 64 Magnetic Bits, 12 Types Fix Tools, 0.05/0.2 N.m, Repair Tool for Phone Laptop Watch Electronics", "asin": "B0CSJZFNY9", "price": "$109.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "STREBITO Mini Electric Screwdriver Set 155 in 1 Small Powered Screwdriver Cordless, 140 S2 Magnetic Bits, 3 Torque Settings, 650mAh Battery, electronics tool kit for Computer, Laptop, RC, PC, Xbox", "asin": "B0D83F96GY", "price": "$41.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "STREBITO Mini Electric Screwdriver, 144-Piece Electric Precision Screwdriver Set Small Power Screwdriver Cordless Rechargeable, Electronic Repair Tool Kit for PC, Computer, Laptop, Phone, RC Drone", "asin": "B0C58TRNQV", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "HOTO Electric Screwdriver Kit,25-Piece Upgraded Bit Set,3.6V Cordless Screwdriver Rechargeable,Magnetic Case Lid,3 Torque Settings,1500mAh Battery,LED Light for Furniture/Electrical Repairs", "asin": "B0BLMQ8BXB", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Fanttik E1 Max 3.7V Electric Screwdriver, Mini Precision Screwdriver Set, 50 Magnetic Bits, Magnetic Storage, 5/32\u2018\u2019Hex, Repair Tool Kit for Electronics Phone Camera Laptop Watch (Grey)", "asin": "B0BGWRWRX2", "price": "$69.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "SKIL Twist 2.0 Rechargeable 4V Screwdriver with Pivoting Head, Torque Setting, USB-C Charging Cable, 28 PC Bit Set & Carrying Case- SD5619-02", "asin": "B0CGLPL4PS", "price": "$39.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Amazon Basics by SKIL 4V Cordless Stick Screwdriver with 10-Piece Bit Set and USB Cable(Previously Denali brand)", "asin": "B09PFCX8Q1", "price": "$24.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Hi-Spec Electric Screwdriver 27pc 3.6V Pink USB Small Power Screwdriver Set. Cordless & Rechargeable with Driver Bit Set", "asin": "B013PTOXA0", "price": "$20.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "BLACK+DECKER 4V MAX* Cordless Screwdriver with LED Light (BDCSFL20C)", "asin": "B0753F9HK9", "price": "$24.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "SKIL Rechargeable 4V Cordless Screwdriver with Circuit Sensor Technology, Includes 9pcs Bit, 1pc Bit Holder, USB Charging Cable - SD561201, Red", "asin": "B07C4916LS", "price": "$29.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Amazon Basics by SKIL 4V Cordless Stick Screwdriver with 34-Piece Bit Set, Carrying Case, and USB Cable (Previously Denali brand)", "asin": "B09PFBMLFN", "price": "$37.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Mini Electric Screwdriver Set with Drill Bits, 52-in-1 400RPM 5 Torque Settings Precision Electric Screwdriver, 48 Magnetic Bits, Pry Bar, Led, Tweezer, Mini Drill Set Cordless for Pc", "asin": "B0CZP64LVL", "price": "$59.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "STREBITO Mini Electric Screwdriver Set, 70 in 1 Small Electric Screwdriver Cordless - 64 S2 Preicison Bits, 5 Torque Settings, 4 LED Lights, Mini Power Screwdriver Repair Tool Kit for PC RC Electronic", "asin": "B0CLGLCFWL", "price": "$35.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair", "asin": "B09MR5HFPB", "price": "$29.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Fanttik E1 Pro 3.7V Mini Electric Screwdriver, Precision Screwdriver Set with 24 Magnetic Bits, Max. 3 N.m, Magnetic Storage, 5/32''Hex, Repair Tool Set for Phone Camera Laptop Watch", "asin": "B097BJ8WP7", "price": "$49.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "SKIL Rechargeable 4V Cordless Pistol Grip Screwdriver with 42pcs Bit Set, USB Charger and Carrying Case - SD5618-03", "asin": "B08H1ZNBJ2", "price": "$34.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "DEWALT Cordless Screwdriver with FLEXDRIVE Control and Screwdriving Bits (DWHT66719)", "asin": "B0DJBQ9ZBF", "price": "$79.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "HOTO Electric Screwdriver Rechargeable, 3.6V Cordless Screwdriver Set USB-C, 3 Torque Settings, 1500mAh Battery, LED Light & 12 S2 Metal Bits for Furniture/Electrical Repairs", "asin": "B08Z74BLX9", "price": "$59.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "STREBITO Small Electric Screwdriver Set, 42-in-1 Precision Screwdriver Set with 36 S2 Magnetic Bits, Electronic Tool Kit for Computer Laptop PC", "asin": "B0D8HVBCY3", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "HOTO Electric Screwdriver Rechargeable, 3.6V Cordless Screwdriver Set USB-C, 3 Torque Settings, 1500mAh Battery, LED Light & 12 S2 Metal Bits for Furniture/Electrical Repairs", "asin": "B08Z74BLX9", "price": "$59.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Mini Electric Screwdriver 3.7V, Cordless Screwdrive Set, Precision Electric Screwdriver 72-in-1 Magnetic Bits, Rechargeable Portable Repair Tool Kit for Electronics Laptops Glasses Clocks", "asin": "B0D4QSB3KP", "price": "$42.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "CRAFTSMAN 4V Electric Screwdriver Set, 300 RPM, Micro-USB Charging Port, 3-Stage Battery Charge Indicator (CMHT66718B20)", "asin": "B08WVKJ42C", "price": "$41.98", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "HOTO Electric Screwdriver Kit,25-Piece Upgraded Bit Set,3.6V Cordless Screwdriver Rechargeable,Magnetic Case Lid,3 Torque Settings,1500mAh Battery,LED Light for Furniture/Electrical Repairs", "asin": "B0BLMQ8BXB", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "AMIR Electric Screwdriver Cordless, Rechargeable Power Screwdrivers Set, Portable Automatic Home Repair Tool Kit with LED Lights and USB Cable", "asin": "B0B1Q55MDQ", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Fanttik S1 Pro 3.7V Electric Screwdriver, Power Screwdriver, 14 S2 Steel Bits, 3 Torque Settings, Max 6 N.m, 2000mAh Battery, LED Light, 1/4''Hex, Cordless Screwdriver for Furniture/Desktop Computer", "asin": "B0C141QZVL", "price": "$89.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Small 4V Electric Screwdriver,Kiprim ES3 Cordless Screwdriver Tool with Rechargeable Battery,LED Front Light & Power Display Light for Home DIY Blue", "asin": "B09M7ZY4ZM", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "CRAFTSMAN 4V Cordless Screwdriver with Charger and Screwdriving Bits Included (CMHT6650C)", "asin": "B0CG9WTMSY", "price": "$24.98", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Mini Electric Screwdriver 3.7V, Cordless Screwdrive Set, Precision Electric Screwdriver 72-in-1 Magnetic Bits, Rechargeable Portable Repair Tool Kit for Electronics Laptops Glasses Clocks", "asin": "B0D4QSB3KP", "price": "$42.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "LMQ Mini Electric Screwdriver Set,30 in 1 Small Electric Screwdriver Cordless 24 Magnetic Bits,Dual-speed Adjustment,3 LED Lights, Mini Power Screwdriver Repair Tool Kit,for Phone Camera Watch Laptop", "asin": "B0D2RHCQ1H", "price": "$13.58", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "DuroFrot 4.2V Electric Screwdriver Kit, 4 Torque Settings Screw Driver, Cordless Rechargeable Screwdriver Drill with LED Light, 35 CRV Steel Screwdriver Bits, 8 Sockets, Magnetic Hex Chuck", "asin": "B0DFTHZNVF", "price": "$17.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Milwaukee 2401-20 M12 12-Volt Lithium-Ion Cordless 1/4 in. Hex Screwdriver (Tool-Only)", "asin": "B00VYNEEZO", "price": "$41.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Electric Ball Grip", "asin": "B09V218NSD", "price": "$45.40", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Small Cordless Screwdriver,Battery Operated,Rechargeable, Can Rotate Clockwise Or Counterclockwise,With A Button Control And Ultra Long Battery Life,10 Bits&2 Extended Bits, Magnetic Hex Chuck", "asin": "B0CXCNZXT5", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "BLACK+DECKER 20V MAX* POWERCONNECT Cordless Drill Kit + 100 pc. Kit (BDC120VA100), Orange", "asin": "B0079IRIG0", "price": "$59.00", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Worx WX240L 4V 3-Speed Cordless Screwdriver", "asin": "B08FDBVDD8", "price": "$34.99", "delivery": "FREE delivery Fri, Apr 11 for Prime members"},
{"title": "Pink Cordless Electric Screwdriver Set, 4.1V Rechargeable Small Electric Drill with 48pcs Driver Bit Set, Power 3Nm Screw Gun with 2 Position Handle, Flexible Shaft LED Light for Women", "asin": "B0D59KBH74", "price": "$17.83", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "3.7V Mini Electric Screwdriver, 57-in-1 Magnetic Bits Precision Screwdriver Set electric screw driver with LED Light, 3 Torque Settings Repair Tool for Phone Camera Laptop Watch", "asin": "B0DCNBJHJC", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "ENERTWIST Cordless Screwdriver, 8V Max 10Nm Electric Screwdriver Rechargeable Set with 82 Accessory Kit and Charger in Carrying Case, 21+1 Cluth, Dual Position Handle, LED Light, ET-CS-8", "asin": "B0812ZHY5N", "price": "$38.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Cordless Electric Screwdriver, Precision Screwdriver Set with 42 Magnetic Drill Bits, All-in-One Magnetic Case, 5 Torque Settings, 500mAh Rechargeable Battery, Multi-tool Kit for Phone PC Camera", "asin": "B0DPX8BPWC", "price": "$34.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Metabo HPT Cordless Screwdriver Set, 3.6V, Precision Screwdriver Set with Case, 2 Lithium-Ion Batteries, Charger and Bit, 21 Clutch, Electric Screwdriver with LED light, Torque Screwdriver, DB3DL2", "asin": "B07L78Y72J", "price": "$59.00", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Mini Electric Screwdriver Cordless Set, 3.7V 42-in 1 Magnetic Bits Screwdriver Set with 5 Torque Settings, Demagnetizer/Magnetizer, LCD Display, LED Lights, For Laptop/Phone/Camera/Glasses", "asin": "B0D9LXHB2D", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Mini Electric Screwdriver Set Upgraded: UnaMela Small Electric Precision Screwdriver Cordless - 30 S2 Bits, 3 Torque Settings, 4 LED Lights, Power Screwdriver Repair Tool Kit for PC RC Electronics", "asin": "B0D9NGRCC9", "price": "$19.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "DEWALT 20V Max Cordless Drill/Driver Kit, 2 Batteries and Charger Included (DCD771C2)", "asin": "B00ET5VMTU", "price": "$99.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Worx 4V Electric Screwdriver, Rechargeable Cordless Power Screwdriver Set with 6 Bits, Screw Holder, Charger - WX255L", "asin": "B00ZFR4JA0", "price": "$34.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair", "asin": "B09MR5HFPB", "price": "$29.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "25-Piece Electric Screwdriver Set - Cordless Drill with LED Work Light, Automatic Spindle Lock, and Screw Driver Bits by Stalwart (Red)", "asin": "B002TFEKDM", "price": "$8.96", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Makita DF001DW 3.6V Lithium-Ion 1/4\" Hex Screwdriver Kit, Teal, 3.6V", "asin": "B01NC1VO3Q", "price": "$95.47", "delivery": "FREE delivery Tue, Apr 8 Only 16 left in stock - order soon."},
{"title": "SHARDEN Mini Electric Screwdriver, 29 in 1 Small Electric Screwdriver Kit with 24 Magnetic Bits, Precision Cordless Repair Tool for Phone, Camera, Laptop, Watch", "asin": "B0CY2LCWBZ", "price": "$19.89", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "POPULO 4V Electric Screwdriver Kit,6 Torque Settings, Power Screw Driver Cordless Rechargeable with LED Work Light, 32 pieces Screwdriver Bits, 8 Sockets, Flex Hex Shaft, Bit Holders and Storage Box", "asin": "B08BZ4WY8X", "price": "$28.97", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "35 in 1 Electric Screwdriver Kit, 3.6V Cordless Rechargeable With 30 S2-Steel Magnetic Bits, LED Shadowless Lamp, 5N.m 2000mAh for Computer, Bookcase, Bicycle", "asin": "B0C7TJ5H1L", "price": "$20.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "DEWALT 8V MAX Cordless Screwdriver, Gyroscopic, Rechargeable, Battery and Charger Included (DCF682N1)", "asin": "B011WRUODC"},
{"title": "BLACK+DECKER Electric Screwdriver, Cordless, 180 RPM, 3.6V, Spindle Lock with Pivoting Handle, Charger and 2 Hex Shank Bits Included (Li2000)", "asin": "B005LTNLDS", "price": "$39.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Fanttik L1 Pro 3.7V Cordless Screwdriver, Electric Screwdriver Set with 14 Bits, Digital Screen, Li-ion 2000mAh, 1/4''Hex, 6 Torque Settings 0.5-6 N.m, Variable Speed, Front LED-Grey", "asin": "B09797H8GN", "price": "$59.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "3.6V Cordless Electric Screwdriver Rechargeable portable Mini Rotary Home Gadget\uff0cAutomatic Manual all in one with LED Light and USB-C Charging Cable RED", "asin": "B0B2822WJS", "price": "$29.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Electric Screwdriver, Precision Screwdriver Set, 88-in-1 Magnetic Bits, Magnetic Storage, 5 Torque Settings, Mini 3.7V Power Screwdriver Repair Tool Kit for PC RC Electronic - GREY", "asin": "B0DH3DYRY5", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Bosch Bosch Go (Gen-2.0) Smart Screwdriver, Blue, 1 Piece", "asin": "B0845919P2", "price": "$75.00", "delivery": " Two-Day FREE delivery Sun, Apr 6 Only 4 left in stock - order soon."},
{"title": "WORX 4V Lithium Screwdriver 30-Piece Accessory Kit WX242L", "asin": "B0DV3XNC3C", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "DEKOPRO 8V Cordless Drill, Drill Set with 3/8\"Keyless Chuck, 42pcs Acessories, Built-in LED, Type-C Charge Cable, Pink Power Drill for Drilling and Tightening/Loosening Screws", "asin": "B09Y8BWFZB", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Sainlogic Electric Screwdriver, 68 in 1 Screwdriver Set, 3.7V Mini Electric screwdriver cordless 350mAh, 5 Torque Settings, 4 LED Lights, Electric Small Screwdriver Set for Phone Camera Watch", "asin": "B0D3D1ZJWW", "price": "$37.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:14:09.532Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:14:09.532Z\",\"action\": \"click_product\",\"acion_argument\": \"B09MR5HFPB\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:14:09.532Z\",\"action\": \"click_product\",\"acion_argument\": \"B09MR5HFPB\",}</answer>",
"index": 706,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": 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Cordless & Rechargeable with Driver Bit Set\", \"asin\": \"B013PTOXA0\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"BLACK+DECKER 4V MAX* Cordless Screwdriver with LED Light (BDCSFL20C)\", \"asin\": \"B0753F9HK9\", \"price\": \"$24.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SKIL Rechargeable 4V Cordless Screwdriver with Circuit Sensor Technology, Includes 9pcs Bit, 1pc Bit Holder, USB Charging Cable - SD561201, Red\", \"asin\": \"B07C4916LS\", \"price\": \"$29.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Amazon Basics by SKIL 4V Cordless Stick Screwdriver with 34-Piece Bit Set, Carrying Case, and USB Cable (Previously Denali brand)\", \"asin\": \"B09PFBMLFN\", \"price\": \"$37.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mini Electric Screwdriver Set with Drill Bits, 52-in-1 400RPM 5 Torque Settings Precision Electric Screwdriver, 48 Magnetic Bits, Pry Bar, Led, Tweezer, Mini Drill Set Cordless for Pc\", \"asin\": \"B0CZP64LVL\", \"price\": \"$59.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Mini Electric Screwdriver Set, 70 in 1 Small Electric Screwdriver Cordless - 64 S2 Preicison Bits, 5 Torque Settings, 4 LED Lights, Mini Power Screwdriver Repair Tool Kit for PC RC Electronic\", \"asin\": \"B0CLGLCFWL\", \"price\": \"$35.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair\", \"asin\": \"B09MR5HFPB\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Fanttik E1 Pro 3.7V Mini Electric Screwdriver, Precision Screwdriver Set with 24 Magnetic Bits, Max. 3 N.m, Magnetic Storage, 5/32''Hex, Repair Tool Set for Phone Camera Laptop Watch\", \"asin\": \"B097BJ8WP7\", \"price\": \"$49.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SKIL Rechargeable 4V Cordless Pistol Grip Screwdriver with 42pcs Bit Set, USB Charger and Carrying Case - SD5618-03\", \"asin\": \"B08H1ZNBJ2\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"DEWALT Cordless Screwdriver with FLEXDRIVE Control and Screwdriving Bits (DWHT66719)\", \"asin\": \"B0DJBQ9ZBF\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"HOTO Electric Screwdriver Rechargeable, 3.6V Cordless Screwdriver Set USB-C, 3 Torque Settings, 1500mAh Battery, LED Light & 12 S2 Metal Bits for Furniture/Electrical Repairs\", \"asin\": \"B08Z74BLX9\", \"price\": \"$59.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Small Electric Screwdriver Set, 42-in-1 Precision Screwdriver Set with 36 S2 Magnetic Bits, Electronic Tool Kit for Computer Laptop PC\", \"asin\": \"B0D8HVBCY3\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HOTO Electric Screwdriver Rechargeable, 3.6V Cordless Screwdriver Set USB-C, 3 Torque Settings, 1500mAh Battery, LED Light & 12 S2 Metal Bits for Furniture/Electrical Repairs\", \"asin\": \"B08Z74BLX9\", \"price\": \"$59.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mini Electric Screwdriver 3.7V, Cordless Screwdrive Set, Precision Electric Screwdriver 72-in-1 Magnetic Bits, Rechargeable Portable Repair Tool Kit for Electronics Laptops Glasses Clocks\", \"asin\": \"B0D4QSB3KP\", \"price\": \"$42.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"CRAFTSMAN 4V Electric Screwdriver Set, 300 RPM, Micro-USB Charging Port, 3-Stage Battery Charge Indicator (CMHT66718B20)\", \"asin\": \"B08WVKJ42C\", \"price\": \"$41.98\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"HOTO Electric Screwdriver Kit,25-Piece Upgraded Bit Set,3.6V Cordless Screwdriver Rechargeable,Magnetic Case Lid,3 Torque Settings,1500mAh Battery,LED Light for Furniture/Electrical Repairs\", \"asin\": \"B0BLMQ8BXB\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"AMIR Electric Screwdriver Cordless, Rechargeable Power Screwdrivers Set, Portable Automatic Home Repair Tool Kit with LED Lights and USB Cable\", \"asin\": \"B0B1Q55MDQ\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Fanttik S1 Pro 3.7V Electric Screwdriver, Power Screwdriver, 14 S2 Steel Bits, 3 Torque Settings, Max 6 N.m, 2000mAh Battery, LED Light, 1/4''Hex, Cordless Screwdriver for Furniture/Desktop Computer\", \"asin\": \"B0C141QZVL\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Small 4V Electric Screwdriver,Kiprim ES3 Cordless Screwdriver Tool with Rechargeable Battery,LED Front Light & Power Display Light for Home DIY Blue\", \"asin\": \"B09M7ZY4ZM\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"CRAFTSMAN 4V Cordless Screwdriver with Charger and Screwdriving Bits Included (CMHT6650C)\", \"asin\": \"B0CG9WTMSY\", \"price\": \"$24.98\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Mini Electric Screwdriver 3.7V, Cordless Screwdrive Set, Precision Electric Screwdriver 72-in-1 Magnetic Bits, Rechargeable Portable Repair Tool Kit for Electronics Laptops Glasses Clocks\", \"asin\": \"B0D4QSB3KP\", \"price\": \"$42.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"LMQ Mini Electric Screwdriver Set,30 in 1 Small Electric Screwdriver Cordless 24 Magnetic Bits,Dual-speed Adjustment,3 LED Lights, Mini Power Screwdriver Repair Tool Kit,for Phone Camera Watch Laptop\", \"asin\": \"B0D2RHCQ1H\", \"price\": \"$13.58\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"DuroFrot 4.2V Electric Screwdriver Kit, 4 Torque Settings Screw Driver, Cordless Rechargeable Screwdriver Drill with LED Light, 35 CRV Steel Screwdriver Bits, 8 Sockets, Magnetic Hex Chuck\", \"asin\": \"B0DFTHZNVF\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Milwaukee 2401-20 M12 12-Volt Lithium-Ion Cordless 1/4 in. Hex Screwdriver (Tool-Only)\", \"asin\": \"B00VYNEEZO\", \"price\": \"$41.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Electric Ball Grip\", \"asin\": \"B09V218NSD\", \"price\": \"$45.40\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Small Cordless Screwdriver,Battery Operated,Rechargeable, Can Rotate Clockwise Or Counterclockwise,With A Button Control And Ultra Long Battery Life,10 Bits&2 Extended Bits, Magnetic Hex Chuck\", \"asin\": \"B0CXCNZXT5\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"BLACK+DECKER 20V MAX* POWERCONNECT Cordless Drill Kit + 100 pc. Kit (BDC120VA100), Orange\", \"asin\": \"B0079IRIG0\", \"price\": \"$59.00\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Worx WX240L 4V 3-Speed Cordless Screwdriver\", \"asin\": \"B08FDBVDD8\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Pink Cordless Electric Screwdriver Set, 4.1V Rechargeable Small Electric Drill with 48pcs Driver Bit Set, Power 3Nm Screw Gun with 2 Position Handle, Flexible Shaft LED Light for Women\", \"asin\": \"B0D59KBH74\", \"price\": \"$17.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3.7V Mini Electric Screwdriver, 57-in-1 Magnetic Bits Precision Screwdriver Set electric screw driver with LED Light, 3 Torque Settings Repair Tool for Phone Camera Laptop Watch\", \"asin\": \"B0DCNBJHJC\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"ENERTWIST Cordless Screwdriver, 8V Max 10Nm Electric Screwdriver Rechargeable Set with 82 Accessory Kit and Charger in Carrying Case, 21+1 Cluth, Dual Position Handle, LED Light, ET-CS-8\", \"asin\": \"B0812ZHY5N\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Cordless Electric Screwdriver, Precision Screwdriver Set with 42 Magnetic Drill Bits, All-in-One Magnetic Case, 5 Torque Settings, 500mAh Rechargeable Battery, Multi-tool Kit for Phone PC Camera\", \"asin\": \"B0DPX8BPWC\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Metabo HPT Cordless Screwdriver Set, 3.6V, Precision Screwdriver Set with Case, 2 Lithium-Ion Batteries, Charger and Bit, 21 Clutch, Electric Screwdriver with LED light, Torque Screwdriver, DB3DL2\", \"asin\": \"B07L78Y72J\", \"price\": \"$59.00\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Mini Electric Screwdriver Cordless Set, 3.7V 42-in 1 Magnetic Bits Screwdriver Set with 5 Torque Settings, Demagnetizer/Magnetizer, LCD Display, LED Lights, For Laptop/Phone/Camera/Glasses\", \"asin\": \"B0D9LXHB2D\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mini Electric Screwdriver Set Upgraded: UnaMela Small Electric Precision Screwdriver Cordless - 30 S2 Bits, 3 Torque Settings, 4 LED Lights, Power Screwdriver Repair Tool Kit for PC RC Electronics\", \"asin\": \"B0D9NGRCC9\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"DEWALT 20V Max Cordless Drill/Driver Kit, 2 Batteries and Charger Included (DCD771C2)\", \"asin\": \"B00ET5VMTU\", \"price\": \"$99.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Worx 4V Electric Screwdriver, Rechargeable Cordless Power Screwdriver Set with 6 Bits, Screw Holder, Charger - WX255L\", \"asin\": \"B00ZFR4JA0\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair\", \"asin\": \"B09MR5HFPB\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"25-Piece Electric Screwdriver Set - Cordless Drill with LED Work Light, Automatic Spindle Lock, and Screw Driver Bits by Stalwart (Red)\", \"asin\": \"B002TFEKDM\", \"price\": \"$8.96\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Makita DF001DW 3.6V Lithium-Ion 1/4\\\" Hex Screwdriver Kit, Teal, 3.6V\", \"asin\": \"B01NC1VO3Q\", \"price\": \"$95.47\", \"delivery\": \"FREE delivery Tue, Apr 8 Only 16 left in stock - order soon.\"},\n{\"title\": \"SHARDEN Mini Electric Screwdriver, 29 in 1 Small Electric Screwdriver Kit with 24 Magnetic Bits, Precision Cordless Repair Tool for Phone, Camera, Laptop, Watch\", \"asin\": \"B0CY2LCWBZ\", \"price\": \"$19.89\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"POPULO 4V Electric Screwdriver Kit,6 Torque Settings, Power Screw Driver Cordless Rechargeable with LED Work Light, 32 pieces Screwdriver Bits, 8 Sockets, Flex Hex Shaft, Bit Holders and Storage Box\", \"asin\": \"B08BZ4WY8X\", \"price\": \"$28.97\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"35 in 1 Electric Screwdriver Kit, 3.6V Cordless Rechargeable With 30 S2-Steel Magnetic Bits, LED Shadowless Lamp, 5N.m 2000mAh for Computer, Bookcase, Bicycle\", \"asin\": \"B0C7TJ5H1L\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"DEWALT 8V MAX Cordless Screwdriver, Gyroscopic, Rechargeable, Battery and Charger Included (DCF682N1)\", \"asin\": \"B011WRUODC\"},\n{\"title\": \"BLACK+DECKER Electric Screwdriver, Cordless, 180 RPM, 3.6V, Spindle Lock with Pivoting Handle, Charger and 2 Hex Shank Bits Included (Li2000)\", \"asin\": \"B005LTNLDS\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Fanttik L1 Pro 3.7V Cordless Screwdriver, Electric Screwdriver Set with 14 Bits, Digital Screen, Li-ion 2000mAh, 1/4''Hex, 6 Torque Settings 0.5-6 N.m, Variable Speed, Front LED-Grey\", \"asin\": \"B09797H8GN\", \"price\": \"$59.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"3.6V Cordless Electric Screwdriver Rechargeable portable Mini Rotary Home Gadget\\uff0cAutomatic Manual all in one with LED Light and USB-C Charging Cable RED\", \"asin\": \"B0B2822WJS\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Electric Screwdriver, Precision Screwdriver Set, 88-in-1 Magnetic Bits, Magnetic Storage, 5 Torque Settings, Mini 3.7V Power Screwdriver Repair Tool Kit for PC RC Electronic - GREY\", \"asin\": \"B0DH3DYRY5\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Bosch Bosch Go (Gen-2.0) Smart Screwdriver, Blue, 1 Piece\", \"asin\": \"B0845919P2\", \"price\": \"$75.00\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 4 left in stock - order soon.\"},\n{\"title\": \"WORX 4V Lithium Screwdriver 30-Piece Accessory Kit WX242L\", \"asin\": \"B0DV3XNC3C\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"DEKOPRO 8V Cordless Drill, Drill Set with 3/8\\\"Keyless Chuck, 42pcs Acessories, Built-in LED, Type-C Charge Cable, Pink Power Drill for Drilling and Tightening/Loosening Screws\", \"asin\": \"B09Y8BWFZB\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sainlogic Electric Screwdriver, 68 in 1 Screwdriver Set, 3.7V Mini Electric screwdriver cordless 350mAh, 5 Torque Settings, 4 LED Lights, Electric Small Screwdriver Set for Phone Camera Watch\", \"asin\": \"B0D3D1ZJWW\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:14:09.532Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"electric screwdriver\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09MR5HFPB\"},\n{\"title\": \"HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"Effortless Precision Control with Dual Modes - Featuring a one-button start and dual torque settings (Electric: 0.2N\\u00b7m, Manual: 3N\\u00b7m), this mini screwdriver ensures delicate precision for micro screws while offering extra power when needed. Ideal for high-precision electronics like watches, phones, tablets, laptops, and cameras, as well as DIY projects such as drones and game consoles. An ideal choice for electronics and DIY projects! Durable & Stylish Engineering Design \\u2013 This precision screwdriver set is housed in a rugged PC+ABS case for long-lasting durability. The all-aluminum alloy frosted finish features a sophisticated 3D texture, offering a premium feel and secure grip. More than just a tool, its sleek and modern design makes it a great gift for DIY enthusiasts and professionals alike. With a compact size of 2.8*7.17 inches and weighing only 314g, it's also portable and easy to carry, making it perfect for on-the-go repairs Smart Magnetic Storage & Quick Bit Change \\u2013 Designed with a semi-auto hinged magnetic lid, this storage case keeps your electric screwdriver and 25 precision bits neatly organized, preventing loss. The magnetized front-end allows for quick and effortless bit swapping, ensuring a smooth and efficient repair experience Versatile Precision Toolkit for Every Task \\u2013 Equipped with 25 precision S2 steel bits in 10 essential types, this screwdriver set meets all your repair needs. The bit types include: SL1.5, SL2.0, PH00, PH0, PH1, PH2, HO0.7, HO0.9, H1.5, H2.0, T2, T3, T4, T5H, T6H, T8H, T9H, T10H, P2, P5, W1.5, Y0.6, TW1, 2.3. These bits offer superior strength, wear resistance, and corrosion resistance compared to standard CR-V bits. Perfect for electronics repair, DIY projects, and delicate assembly work Extended Battery Life & Fast USB-C Charging \\u2013 Powered by a 350mAh lithium-ion battery, this precision screwdriver delivers up to 2 hours of continuous operation, tightening up to 500 micro screws on a single charge. Featuring a USB-C port, it offers fast and convenient recharging, ensuring you're always ready for your next project\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:14:58.507Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:14:58.507Z
|
click
|
other
|
rule
|
train
| 707 |
2025-04-05T05:14:58.507Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "electric screwdriver"}],
"cart_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B09MR5HFPB"},
{"title": "HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair"},
{"price": "$29.99"},
{"bullet_list": "Effortless Precision Control with Dual Modes - Featuring a one-button start and dual torque settings (Electric: 0.2N\u00b7m, Manual: 3N\u00b7m), this mini screwdriver ensures delicate precision for micro screws while offering extra power when needed. Ideal for high-precision electronics like watches, phones, tablets, laptops, and cameras, as well as DIY projects such as drones and game consoles. An ideal choice for electronics and DIY projects! Durable & Stylish Engineering Design \u2013 This precision screwdriver set is housed in a rugged PC+ABS case for long-lasting durability. The all-aluminum alloy frosted finish features a sophisticated 3D texture, offering a premium feel and secure grip. More than just a tool, its sleek and modern design makes it a great gift for DIY enthusiasts and professionals alike. With a compact size of 2.8*7.17 inches and weighing only 314g, it's also portable and easy to carry, making it perfect for on-the-go repairs Smart Magnetic Storage & Quick Bit Change \u2013 Designed with a semi-auto hinged magnetic lid, this storage case keeps your electric screwdriver and 25 precision bits neatly organized, preventing loss. The magnetized front-end allows for quick and effortless bit swapping, ensuring a smooth and efficient repair experience Versatile Precision Toolkit for Every Task \u2013 Equipped with 25 precision S2 steel bits in 10 essential types, this screwdriver set meets all your repair needs. The bit types include: SL1.5, SL2.0, PH00, PH0, PH1, PH2, HO0.7, HO0.9, H1.5, H2.0, T2, T3, T4, T5H, T6H, T8H, T9H, T10H, P2, P5, W1.5, Y0.6, TW1, 2.3. These bits offer superior strength, wear resistance, and corrosion resistance compared to standard CR-V bits. Perfect for electronics repair, DIY projects, and delicate assembly work Extended Battery Life & Fast USB-C Charging \u2013 Powered by a 350mAh lithium-ion battery, this precision screwdriver delivers up to 2 hours of continuous operation, tightening up to 500 micro screws on a single charge. Featuring a USB-C port, it offers fast and convenient recharging, ensuring you're always ready for your next project"}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:14:58.507Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:14:58.507Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:14:58.507Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 707,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"electric screwdriver\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09MR5HFPB\"},\n{\"title\": \"HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"Effortless Precision Control with Dual Modes - Featuring a one-button start and dual torque settings (Electric: 0.2N\\u00b7m, Manual: 3N\\u00b7m), this mini screwdriver ensures delicate precision for micro screws while offering extra power when needed. Ideal for high-precision electronics like watches, phones, tablets, laptops, and cameras, as well as DIY projects such as drones and game consoles. An ideal choice for electronics and DIY projects! Durable & Stylish Engineering Design \\u2013 This precision screwdriver set is housed in a rugged PC+ABS case for long-lasting durability. The all-aluminum alloy frosted finish features a sophisticated 3D texture, offering a premium feel and secure grip. More than just a tool, its sleek and modern design makes it a great gift for DIY enthusiasts and professionals alike. With a compact size of 2.8*7.17 inches and weighing only 314g, it's also portable and easy to carry, making it perfect for on-the-go repairs Smart Magnetic Storage & Quick Bit Change \\u2013 Designed with a semi-auto hinged magnetic lid, this storage case keeps your electric screwdriver and 25 precision bits neatly organized, preventing loss. The magnetized front-end allows for quick and effortless bit swapping, ensuring a smooth and efficient repair experience Versatile Precision Toolkit for Every Task \\u2013 Equipped with 25 precision S2 steel bits in 10 essential types, this screwdriver set meets all your repair needs. The bit types include: SL1.5, SL2.0, PH00, PH0, PH1, PH2, HO0.7, HO0.9, H1.5, H2.0, T2, T3, T4, T5H, T6H, T8H, T9H, T10H, P2, P5, W1.5, Y0.6, TW1, 2.3. These bits offer superior strength, wear resistance, and corrosion resistance compared to standard CR-V bits. Perfect for electronics repair, DIY projects, and delicate assembly work Extended Battery Life & Fast USB-C Charging \\u2013 Powered by a 350mAh lithium-ion battery, this precision screwdriver delivers up to 2 hours of continuous operation, tightening up to 500 micro screws on a single charge. Featuring a USB-C port, it offers fast and convenient recharging, ensuring you're always ready for your next project\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:14:58.507Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"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\": \"electric screwdriver\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09MR5HFPB\"},\n{\"title\": \"HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"Effortless Precision Control with Dual Modes - Featuring a one-button start and dual torque settings (Electric: 0.2N\\u00b7m, Manual: 3N\\u00b7m), this mini screwdriver ensures delicate precision for micro screws while offering extra power when needed. Ideal for high-precision electronics like watches, phones, tablets, laptops, and cameras, as well as DIY projects such as drones and game consoles. An ideal choice for electronics and DIY projects! Durable & Stylish Engineering Design \\u2013 This precision screwdriver set is housed in a rugged PC+ABS case for long-lasting durability. The all-aluminum alloy frosted finish features a sophisticated 3D texture, offering a premium feel and secure grip. More than just a tool, its sleek and modern design makes it a great gift for DIY enthusiasts and professionals alike. With a compact size of 2.8*7.17 inches and weighing only 314g, it's also portable and easy to carry, making it perfect for on-the-go repairs Smart Magnetic Storage & Quick Bit Change \\u2013 Designed with a semi-auto hinged magnetic lid, this storage case keeps your electric screwdriver and 25 precision bits neatly organized, preventing loss. The magnetized front-end allows for quick and effortless bit swapping, ensuring a smooth and efficient repair experience Versatile Precision Toolkit for Every Task \\u2013 Equipped with 25 precision S2 steel bits in 10 essential types, this screwdriver set meets all your repair needs. The bit types include: SL1.5, SL2.0, PH00, PH0, PH1, PH2, HO0.7, HO0.9, H1.5, H2.0, T2, T3, T4, T5H, T6H, T8H, T9H, T10H, P2, P5, W1.5, Y0.6, TW1, 2.3. These bits offer superior strength, wear resistance, and corrosion resistance compared to standard CR-V bits. Perfect for electronics repair, DIY projects, and delicate assembly work Extended Battery Life & Fast USB-C Charging \\u2013 Powered by a 350mAh lithium-ion battery, this precision screwdriver delivers up to 2 hours of continuous operation, tightening up to 500 micro screws on a single charge. Featuring a USB-C port, it offers fast and convenient recharging, ensuring you're always ready for your next project\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:14:59.937Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:14:59.937Z
|
click
|
other
|
rule
|
train
| 708 |
2025-04-05T05:14:59.937Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "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": "electric screwdriver"}],
"cart_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B09MR5HFPB"},
{"title": "HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair"},
{"price": "$29.99"},
{"bullet_list": "Effortless Precision Control with Dual Modes - Featuring a one-button start and dual torque settings (Electric: 0.2N\u00b7m, Manual: 3N\u00b7m), this mini screwdriver ensures delicate precision for micro screws while offering extra power when needed. Ideal for high-precision electronics like watches, phones, tablets, laptops, and cameras, as well as DIY projects such as drones and game consoles. An ideal choice for electronics and DIY projects! Durable & Stylish Engineering Design \u2013 This precision screwdriver set is housed in a rugged PC+ABS case for long-lasting durability. The all-aluminum alloy frosted finish features a sophisticated 3D texture, offering a premium feel and secure grip. More than just a tool, its sleek and modern design makes it a great gift for DIY enthusiasts and professionals alike. With a compact size of 2.8*7.17 inches and weighing only 314g, it's also portable and easy to carry, making it perfect for on-the-go repairs Smart Magnetic Storage & Quick Bit Change \u2013 Designed with a semi-auto hinged magnetic lid, this storage case keeps your electric screwdriver and 25 precision bits neatly organized, preventing loss. The magnetized front-end allows for quick and effortless bit swapping, ensuring a smooth and efficient repair experience Versatile Precision Toolkit for Every Task \u2013 Equipped with 25 precision S2 steel bits in 10 essential types, this screwdriver set meets all your repair needs. The bit types include: SL1.5, SL2.0, PH00, PH0, PH1, PH2, HO0.7, HO0.9, H1.5, H2.0, T2, T3, T4, T5H, T6H, T8H, T9H, T10H, P2, P5, W1.5, Y0.6, TW1, 2.3. These bits offer superior strength, wear resistance, and corrosion resistance compared to standard CR-V bits. Perfect for electronics repair, DIY projects, and delicate assembly work Extended Battery Life & Fast USB-C Charging \u2013 Powered by a 350mAh lithium-ion battery, this precision screwdriver delivers up to 2 hours of continuous operation, tightening up to 500 micro screws on a single charge. Featuring a USB-C port, it offers fast and convenient recharging, ensuring you're always ready for your next project"}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:14:59.937Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:14:59.937Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:14:59.937Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 708,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"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\": \"electric screwdriver\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09MR5HFPB\"},\n{\"title\": \"HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"Effortless Precision Control with Dual Modes - Featuring a one-button start and dual torque settings (Electric: 0.2N\\u00b7m, Manual: 3N\\u00b7m), this mini screwdriver ensures delicate precision for micro screws while offering extra power when needed. Ideal for high-precision electronics like watches, phones, tablets, laptops, and cameras, as well as DIY projects such as drones and game consoles. An ideal choice for electronics and DIY projects! Durable & Stylish Engineering Design \\u2013 This precision screwdriver set is housed in a rugged PC+ABS case for long-lasting durability. The all-aluminum alloy frosted finish features a sophisticated 3D texture, offering a premium feel and secure grip. More than just a tool, its sleek and modern design makes it a great gift for DIY enthusiasts and professionals alike. With a compact size of 2.8*7.17 inches and weighing only 314g, it's also portable and easy to carry, making it perfect for on-the-go repairs Smart Magnetic Storage & Quick Bit Change \\u2013 Designed with a semi-auto hinged magnetic lid, this storage case keeps your electric screwdriver and 25 precision bits neatly organized, preventing loss. The magnetized front-end allows for quick and effortless bit swapping, ensuring a smooth and efficient repair experience Versatile Precision Toolkit for Every Task \\u2013 Equipped with 25 precision S2 steel bits in 10 essential types, this screwdriver set meets all your repair needs. The bit types include: SL1.5, SL2.0, PH00, PH0, PH1, PH2, HO0.7, HO0.9, H1.5, H2.0, T2, T3, T4, T5H, T6H, T8H, T9H, T10H, P2, P5, W1.5, Y0.6, TW1, 2.3. These bits offer superior strength, wear resistance, and corrosion resistance compared to standard CR-V bits. Perfect for electronics repair, DIY projects, and delicate assembly work Extended Battery Life & Fast USB-C Charging \\u2013 Powered by a 350mAh lithium-ion battery, this precision screwdriver delivers up to 2 hours of continuous operation, tightening up to 500 micro screws on a single charge. Featuring a USB-C port, it offers fast and convenient recharging, ensuring you're always ready for your next project\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:14:59.937Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"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\": \"electric screwdriver\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09MR5HFPB\"},\n{\"title\": \"HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"Effortless Precision Control with Dual Modes - Featuring a one-button start and dual torque settings (Electric: 0.2N\\u00b7m, Manual: 3N\\u00b7m), this mini screwdriver ensures delicate precision for micro screws while offering extra power when needed. Ideal for high-precision electronics like watches, phones, tablets, laptops, and cameras, as well as DIY projects such as drones and game consoles. An ideal choice for electronics and DIY projects! Durable & Stylish Engineering Design \\u2013 This precision screwdriver set is housed in a rugged PC+ABS case for long-lasting durability. The all-aluminum alloy frosted finish features a sophisticated 3D texture, offering a premium feel and secure grip. More than just a tool, its sleek and modern design makes it a great gift for DIY enthusiasts and professionals alike. With a compact size of 2.8*7.17 inches and weighing only 314g, it's also portable and easy to carry, making it perfect for on-the-go repairs Smart Magnetic Storage & Quick Bit Change \\u2013 Designed with a semi-auto hinged magnetic lid, this storage case keeps your electric screwdriver and 25 precision bits neatly organized, preventing loss. The magnetized front-end allows for quick and effortless bit swapping, ensuring a smooth and efficient repair experience Versatile Precision Toolkit for Every Task \\u2013 Equipped with 25 precision S2 steel bits in 10 essential types, this screwdriver set meets all your repair needs. The bit types include: SL1.5, SL2.0, PH00, PH0, PH1, PH2, HO0.7, HO0.9, H1.5, H2.0, T2, T3, T4, T5H, T6H, T8H, T9H, T10H, P2, P5, W1.5, Y0.6, TW1, 2.3. These bits offer superior strength, wear resistance, and corrosion resistance compared to standard CR-V bits. Perfect for electronics repair, DIY projects, and delicate assembly work Extended Battery Life & Fast USB-C Charging \\u2013 Powered by a 350mAh lithium-ion battery, this precision screwdriver delivers up to 2 hours of continuous operation, tightening up to 500 micro screws on a single charge. Featuring a USB-C port, it offers fast and convenient recharging, ensuring you're always ready for your next project\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:15:01.103Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:15:01.103Z
|
click
|
other
|
rule
|
train
| 709 |
2025-04-05T05:15:01.103Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "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": "electric screwdriver"}],
"cart_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B09MR5HFPB"},
{"title": "HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair"},
{"price": "$29.99"},
{"bullet_list": "Effortless Precision Control with Dual Modes - Featuring a one-button start and dual torque settings (Electric: 0.2N\u00b7m, Manual: 3N\u00b7m), this mini screwdriver ensures delicate precision for micro screws while offering extra power when needed. Ideal for high-precision electronics like watches, phones, tablets, laptops, and cameras, as well as DIY projects such as drones and game consoles. An ideal choice for electronics and DIY projects! Durable & Stylish Engineering Design \u2013 This precision screwdriver set is housed in a rugged PC+ABS case for long-lasting durability. The all-aluminum alloy frosted finish features a sophisticated 3D texture, offering a premium feel and secure grip. More than just a tool, its sleek and modern design makes it a great gift for DIY enthusiasts and professionals alike. With a compact size of 2.8*7.17 inches and weighing only 314g, it's also portable and easy to carry, making it perfect for on-the-go repairs Smart Magnetic Storage & Quick Bit Change \u2013 Designed with a semi-auto hinged magnetic lid, this storage case keeps your electric screwdriver and 25 precision bits neatly organized, preventing loss. The magnetized front-end allows for quick and effortless bit swapping, ensuring a smooth and efficient repair experience Versatile Precision Toolkit for Every Task \u2013 Equipped with 25 precision S2 steel bits in 10 essential types, this screwdriver set meets all your repair needs. The bit types include: SL1.5, SL2.0, PH00, PH0, PH1, PH2, HO0.7, HO0.9, H1.5, H2.0, T2, T3, T4, T5H, T6H, T8H, T9H, T10H, P2, P5, W1.5, Y0.6, TW1, 2.3. These bits offer superior strength, wear resistance, and corrosion resistance compared to standard CR-V bits. Perfect for electronics repair, DIY projects, and delicate assembly work Extended Battery Life & Fast USB-C Charging \u2013 Powered by a 350mAh lithium-ion battery, this precision screwdriver delivers up to 2 hours of continuous operation, tightening up to 500 micro screws on a single charge. Featuring a USB-C port, it offers fast and convenient recharging, ensuring you're always ready for your next project"}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:15:01.103Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:15:01.103Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:15:01.103Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 709,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"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\": \"electric screwdriver\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09MR5HFPB\"},\n{\"title\": \"HOTO 25-in-1 Precision Screwdriver Set, 3.7V Electric Screwdriver, Max. 3 N\\u00b7m Torque, USB-C Rechargeable, Compact Magnetic Tool for Phone, Laptop, Camera, Electronics, DIY Projects, Home Repair\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"Effortless Precision Control with Dual Modes - Featuring a one-button start and dual torque settings (Electric: 0.2N\\u00b7m, Manual: 3N\\u00b7m), this mini screwdriver ensures delicate precision for micro screws while offering extra power when needed. Ideal for high-precision electronics like watches, phones, tablets, laptops, and cameras, as well as DIY projects such as drones and game consoles. An ideal choice for electronics and DIY projects! Durable & Stylish Engineering Design \\u2013 This precision screwdriver set is housed in a rugged PC+ABS case for long-lasting durability. The all-aluminum alloy frosted finish features a sophisticated 3D texture, offering a premium feel and secure grip. More than just a tool, its sleek and modern design makes it a great gift for DIY enthusiasts and professionals alike. With a compact size of 2.8*7.17 inches and weighing only 314g, it's also portable and easy to carry, making it perfect for on-the-go repairs Smart Magnetic Storage & Quick Bit Change \\u2013 Designed with a semi-auto hinged magnetic lid, this storage case keeps your electric screwdriver and 25 precision bits neatly organized, preventing loss. The magnetized front-end allows for quick and effortless bit swapping, ensuring a smooth and efficient repair experience Versatile Precision Toolkit for Every Task \\u2013 Equipped with 25 precision S2 steel bits in 10 essential types, this screwdriver set meets all your repair needs. The bit types include: SL1.5, SL2.0, PH00, PH0, PH1, PH2, HO0.7, HO0.9, H1.5, H2.0, T2, T3, T4, T5H, T6H, T8H, T9H, T10H, P2, P5, W1.5, Y0.6, TW1, 2.3. These bits offer superior strength, wear resistance, and corrosion resistance compared to standard CR-V bits. Perfect for electronics repair, DIY projects, and delicate assembly work Extended Battery Life & Fast USB-C Charging \\u2013 Powered by a 350mAh lithium-ion battery, this precision screwdriver delivers up to 2 hours of continuous operation, tightening up to 500 micro screws on a single charge. Featuring a USB-C port, it offers fast and convenient recharging, ensuring you're always ready for your next project\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:15:01.103Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"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\": \"pc build tool\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Precision Screwdriver Set 142-Piece Computer Tool Kit Magnetic Screwdriver Set Laptop Screwdriver Kit Electronic Repair Kit Tech Toolkit for PC, Phone, Macbook, Nintendo, PS4, Xbox Controller\", \"asin\": \"B0C1GWKZ43\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Precision Screwdriver Set 191-Piece Multi-Bit Screwdriver 1/4 Inch Nut Driver Home Improvement Tool Electronic Repair Kit for Computer, iPhone, Laptop, PC, Cell Phone, PS4, Xbox, Nintendo\", \"asin\": \"B099K2QG9T\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Electric Screwdriver 155 in 1 Mini Electric Screwdriver Set, Max 5 N.m, 140 S2 Magnetic Bits, 3 Torque Settings, 650mAh Power Screwdriver Cordless Rechargeable, Repair Tool Kit for PC Phone\", \"asin\": \"B0D7SFXP6P\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Mini Electric Screwdriver Set 155 in 1 Small Powered Screwdriver Cordless, 140 S2 Magnetic Bits, 3 Torque Settings, 650mAh Battery, electronics tool kit for Computer, Laptop, RC, PC, Xbox\", \"asin\": \"B0D83F96GY\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Precision Screwdriver Set 142-Piece Computer Tool Kit Magnetic Screwdriver Set Laptop Screwdriver Kit Electronic Repair Kit Tech Toolkit for PC, Phone, Macbook, Nintendo, PS4, Xbox Controller\", \"asin\": \"B0C1GWKZ43\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Screwdriver kit 42 in 1 aluminum alloy material, ratchet magnetic, DIY combination flexible shaft, suitable for furniture assembly, electrical repair, bicycle tools, Orange\", \"asin\": \"B0CTQVLBS3\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"XOOL 200 in 1 Precision Screwdriver Kit, Electronics Repair Tool Magnetic Driver Kit with 164 Bits, Flexible Shaft, Extension Rod for Computer, iPhone, Laptop, PC, PS4, Xbox, Nintendo\", \"asin\": \"B08PP867XR\"}],\n\"search_results\": [{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SHOWPIN Precision Computer Screwdriver Set: 122 PCS Electronics Repair Tool Kit with 101 Magnetic Bits for Laptop iPhone PC Tablet PS4 Xbox Switch\", \"asin\": \"B0822FS7Z6\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch\", \"asin\": \"B09PY8WQHJ\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Precision Screwdriver Set 49 in 1 SHARDEN Small Screwdriver Set Magnetic Repair Tool Kit for Laptop, iPhone, Cell Phone, PC, MacBook, Tablet, Computer, PS5, PS4, Electronic, Glasses, Watch\", \"asin\": \"B0CCTNX9GY\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"iFixit Essential Electronics Toolkit - PC, Laptop, Phone Repair Kit\", \"asin\": \"B0964G2Y7S\", \"price\": \"$29.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Precision Screwdriver Set, Unamela 139 in 1 Computer Repair Tool Kit, Magnetic Screwdriver Kit with 120 Bits Compatible for PC Building, Laptop, MacBook, Tablet, iPhone, PS4, Xbox, Game Console\", \"asin\": \"B088CZ2ZL5\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"80 IN 1 Professional Computer Repair Tool Kit, Precision Screwdriver Set with 56 Bits, Magnetic Screwdriver Set for Laptop, PC, MacBook, Tablet, iPhone, PS4, Electronics, Gamer Tech Gifts for Men\", \"asin\": \"B074M8NBZQ\", \"price\": \"$17.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Precision Screwdriver Set, 150 in 1 Electronics Tool Kit with 120 Bits Magnetic Screwdriver Set & 30-bit Tool Set Handy Repair Tool for Computer Phone Watch Camera Laptop, Black\", \"asin\": \"B0DD9VH4BR\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Precision Screwdriver Set 191-Piece Multi-Bit Screwdriver 1/4 Inch Nut Driver Home Improvement Tool Electronic Repair Kit for Computer, iPhone, Laptop, PC, Cell Phone, PS4, Xbox, Nintendo\", \"asin\": \"B099K2QG9T\", \"price\": \"$38.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Mini Electric Screwdriver Set 155 in 1 Small Powered Screwdriver Cordless, 140 S2 Magnetic Bits, 3 Torque Settings, 650mAh Battery, electronics tool kit for Computer, Laptop, RC, PC, Xbox\", \"asin\": \"B0D83F96GY\", \"price\": \"$41.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Mako Driver Kit - 64 Precision Bit Set for Electronics Repair\", \"asin\": \"B0189YWOIO\", \"price\": \"$39.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Essential Electronics Toolkit - PC, Laptop, Phone Repair Kit\", \"asin\": \"B0964G2Y7S\", \"price\": \"$29.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HengTianMei 142 in 1 Precision Screwdriver Set Professional Magnetic Repair Tool Kit for Computer, Laptop, Xbox, Macbook, Game Console (H1128)\", \"asin\": \"B0921NTGDJ\", \"price\": \"$26.09\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Precision Screwdriver Set 191-Piece Multi-Bit Screwdriver 1/4 Inch Nut Driver Home Improvement Tool Electronic Repair Kit for Computer, iPhone, Laptop, PC, Cell Phone, PS4, Xbox, Nintendo\", \"asin\": \"B099K2QG9T\", \"price\": \"$38.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Moray Driver Kit - 32 Precision Bits for Smartphones, Game Consoles & Small Electronics Repair\", \"asin\": \"B08NWKMT8V\", \"price\": \"$19.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"XOOL 200 in 1 Precision Screwdriver Kit, Electronics Repair Tool Magnetic Driver Kit with 164 Bits, Flexible Shaft, Extension Rod for Computer, iPhone, Laptop, PC, PS4, Xbox, Nintendo\", \"asin\": \"B08PP867XR\", \"price\": \"$32.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Precision Screwdriver Set 124-Piece Electronics Tool Kit with 101 Bits Magnetic Screwdriver Set for Computer, Laptop, Cell Phone, PC, MacBook, iPhone, Nintendo, PS4, PS5, Xbox Repair\", \"asin\": \"B0968DG4QR\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Precision Screwdriver Set, Professional Grade 115 in 1 Magnetic Repair Tool Kit for Electronics, Computer, iPhone, Laptop, Game Console, Watch, Eyeglasses, Modding, and DIY Projects\", \"asin\": \"B0BXLWC9LJ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"iFixit Mahi Driver Kit - Precision Bit Set for General Household Repair\", \"asin\": \"B07BMMBKJR\", \"price\": \"$39.95\", \"delivery\": \"FREE delivery Tue, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:16:09.331Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:16:09.331Z
|
click_product
|
B08SGM6F79
|
rule
|
train
| 710 |
2025-04-05T05:16:09.331Z
|
click_product
|
B08SGM6F79
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "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": "pc build tool"}],
"cart_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"promotion_items": [{"title": "iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit", "asin": "B01GF0KV6G", "price": "$74.95", "quantity": ""},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": ""},
{"title": "STREBITO Precision Screwdriver Set 142-Piece Computer Tool Kit Magnetic Screwdriver Set Laptop Screwdriver Kit Electronic Repair Kit Tech Toolkit for PC, Phone, Macbook, Nintendo, PS4, Xbox Controller", "asin": "B0C1GWKZ43", "price": "$27.99", "quantity": ""},
{"title": "STREBITO Precision Screwdriver Set 191-Piece Multi-Bit Screwdriver 1/4 Inch Nut Driver Home Improvement Tool Electronic Repair Kit for Computer, iPhone, Laptop, PC, Cell Phone, PS4, Xbox, Nintendo", "asin": "B099K2QG9T", "price": "$38.99", "quantity": ""},
{"title": "STREBITO Electric Screwdriver 155 in 1 Mini Electric Screwdriver Set, Max 5 N.m, 140 S2 Magnetic Bits, 3 Torque Settings, 650mAh Power Screwdriver Cordless Rechargeable, Repair Tool Kit for PC Phone", "asin": "B0D7SFXP6P", "price": "$41.99", "quantity": ""},
{"title": "iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit", "asin": "B01GF0KV6G", "price": "$74.95", "quantity": ""},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": ""},
{"title": "STREBITO Mini Electric Screwdriver Set 155 in 1 Small Powered Screwdriver Cordless, 140 S2 Magnetic Bits, 3 Torque Settings, 650mAh Battery, electronics tool kit for Computer, Laptop, RC, PC, Xbox", "asin": "B0D83F96GY", "price": "$41.99", "quantity": ""},
{"title": "STREBITO Precision Screwdriver Set 142-Piece Computer Tool Kit Magnetic Screwdriver Set Laptop Screwdriver Kit Electronic Repair Kit Tech Toolkit for PC, Phone, Macbook, Nintendo, PS4, Xbox Controller", "asin": "B0C1GWKZ43", "price": "$27.99", "quantity": ""},
{"title": "Screwdriver kit 42 in 1 aluminum alloy material, ratchet magnetic, DIY combination flexible shaft, suitable for furniture assembly, electrical repair, bicycle tools, Orange", "asin": "B0CTQVLBS3", "price": "$29.99", "quantity": ""}],
"ads": [{"title": "XOOL 200 in 1 Precision Screwdriver Kit, Electronics Repair Tool Magnetic Driver Kit with 164 Bits, Flexible Shaft, Extension Rod for Computer, iPhone, Laptop, PC, PS4, Xbox, Nintendo", "asin": "B08PP867XR"}],
"search_results": [{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit", "asin": "B01GF0KV6G", "price": "$74.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "SHOWPIN Precision Computer Screwdriver Set: 122 PCS Electronics Repair Tool Kit with 101 Magnetic Bits for Laptop iPhone PC Tablet PS4 Xbox Switch", "asin": "B0822FS7Z6", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch", "asin": "B09PY8WQHJ", "price": "$10.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Precision Screwdriver Set 49 in 1 SHARDEN Small Screwdriver Set Magnetic Repair Tool Kit for Laptop, iPhone, Cell Phone, PC, MacBook, Tablet, Computer, PS5, PS4, Electronic, Glasses, Watch", "asin": "B0CCTNX9GY", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "iFixit Essential Electronics Toolkit - PC, Laptop, Phone Repair Kit", "asin": "B0964G2Y7S", "price": "$29.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Precision Screwdriver Set, Unamela 139 in 1 Computer Repair Tool Kit, Magnetic Screwdriver Kit with 120 Bits Compatible for PC Building, Laptop, MacBook, Tablet, iPhone, PS4, Xbox, Game Console", "asin": "B088CZ2ZL5", "price": "$17.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "80 IN 1 Professional Computer Repair Tool Kit, Precision Screwdriver Set with 56 Bits, Magnetic Screwdriver Set for Laptop, PC, MacBook, Tablet, iPhone, PS4, Electronics, Gamer Tech Gifts for Men", "asin": "B074M8NBZQ", "price": "$17.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Precision Screwdriver Set, 150 in 1 Electronics Tool Kit with 120 Bits Magnetic Screwdriver Set & 30-bit Tool Set Handy Repair Tool for Computer Phone Watch Camera Laptop, Black", "asin": "B0DD9VH4BR", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "STREBITO Precision Screwdriver Set 191-Piece Multi-Bit Screwdriver 1/4 Inch Nut Driver Home Improvement Tool Electronic Repair Kit for Computer, iPhone, Laptop, PC, Cell Phone, PS4, Xbox, Nintendo", "asin": "B099K2QG9T", "price": "$38.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "STREBITO Mini Electric Screwdriver Set 155 in 1 Small Powered Screwdriver Cordless, 140 S2 Magnetic Bits, 3 Torque Settings, 650mAh Battery, electronics tool kit for Computer, Laptop, RC, PC, Xbox", "asin": "B0D83F96GY", "price": "$41.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit", "asin": "B01GF0KV6G", "price": "$74.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "iFixit Mako Driver Kit - 64 Precision Bit Set for Electronics Repair", "asin": "B0189YWOIO", "price": "$39.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "iFixit Essential Electronics Toolkit - PC, Laptop, Phone Repair Kit", "asin": "B0964G2Y7S", "price": "$29.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "HengTianMei 142 in 1 Precision Screwdriver Set Professional Magnetic Repair Tool Kit for Computer, Laptop, Xbox, Macbook, Game Console (H1128)", "asin": "B0921NTGDJ", "price": "$26.09", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "STREBITO Precision Screwdriver Set 191-Piece Multi-Bit Screwdriver 1/4 Inch Nut Driver Home Improvement Tool Electronic Repair Kit for Computer, iPhone, Laptop, PC, Cell Phone, PS4, Xbox, Nintendo", "asin": "B099K2QG9T", "price": "$38.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "iFixit Moray Driver Kit - 32 Precision Bits for Smartphones, Game Consoles & Small Electronics Repair", "asin": "B08NWKMT8V", "price": "$19.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "XOOL 200 in 1 Precision Screwdriver Kit, Electronics Repair Tool Magnetic Driver Kit with 164 Bits, Flexible Shaft, Extension Rod for Computer, iPhone, Laptop, PC, PS4, Xbox, Nintendo", "asin": "B08PP867XR", "price": "$32.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "STREBITO Precision Screwdriver Set 124-Piece Electronics Tool Kit with 101 Bits Magnetic Screwdriver Set for Computer, Laptop, Cell Phone, PC, MacBook, iPhone, Nintendo, PS4, PS5, Xbox Repair", "asin": "B0968DG4QR", "price": "$21.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Precision Screwdriver Set, Professional Grade 115 in 1 Magnetic Repair Tool Kit for Electronics, Computer, iPhone, Laptop, Game Console, Watch, Eyeglasses, Modding, and DIY Projects", "asin": "B0BXLWC9LJ", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "iFixit Mahi Driver Kit - Precision Bit Set for General Household Repair", "asin": "B07BMMBKJR", "price": "$39.95", "delivery": "FREE delivery Tue, Apr 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:16:09.331Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:16:09.331Z\",\"action\": \"click_product\",\"acion_argument\": \"B08SGM6F79\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:16:09.331Z\",\"action\": \"click_product\",\"acion_argument\": \"B08SGM6F79\",}</answer>",
"index": 710,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"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\": \"pc build tool\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Precision Screwdriver Set 142-Piece Computer Tool Kit Magnetic Screwdriver Set Laptop Screwdriver Kit Electronic Repair Kit Tech Toolkit for PC, Phone, Macbook, Nintendo, PS4, Xbox Controller\", \"asin\": \"B0C1GWKZ43\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Precision Screwdriver Set 191-Piece Multi-Bit Screwdriver 1/4 Inch Nut Driver Home Improvement Tool Electronic Repair Kit for Computer, iPhone, Laptop, PC, Cell Phone, PS4, Xbox, Nintendo\", \"asin\": \"B099K2QG9T\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Electric Screwdriver 155 in 1 Mini Electric Screwdriver Set, Max 5 N.m, 140 S2 Magnetic Bits, 3 Torque Settings, 650mAh Power Screwdriver Cordless Rechargeable, Repair Tool Kit for PC Phone\", \"asin\": \"B0D7SFXP6P\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Mini Electric Screwdriver Set 155 in 1 Small Powered Screwdriver Cordless, 140 S2 Magnetic Bits, 3 Torque Settings, 650mAh Battery, electronics tool kit for Computer, Laptop, RC, PC, Xbox\", \"asin\": \"B0D83F96GY\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Precision Screwdriver Set 142-Piece Computer Tool Kit Magnetic Screwdriver Set Laptop Screwdriver Kit Electronic Repair Kit Tech Toolkit for PC, Phone, Macbook, Nintendo, PS4, Xbox Controller\", \"asin\": \"B0C1GWKZ43\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Screwdriver kit 42 in 1 aluminum alloy material, ratchet magnetic, DIY combination flexible shaft, suitable for furniture assembly, electrical repair, bicycle tools, Orange\", \"asin\": \"B0CTQVLBS3\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"XOOL 200 in 1 Precision Screwdriver Kit, Electronics Repair Tool Magnetic Driver Kit with 164 Bits, Flexible Shaft, Extension Rod for Computer, iPhone, Laptop, PC, PS4, Xbox, Nintendo\", \"asin\": \"B08PP867XR\"}],\n\"search_results\": [{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SHOWPIN Precision Computer Screwdriver Set: 122 PCS Electronics Repair Tool Kit with 101 Magnetic Bits for Laptop iPhone PC Tablet PS4 Xbox Switch\", \"asin\": \"B0822FS7Z6\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch\", \"asin\": \"B09PY8WQHJ\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Precision Screwdriver Set 49 in 1 SHARDEN Small Screwdriver Set Magnetic Repair Tool Kit for Laptop, iPhone, Cell Phone, PC, MacBook, Tablet, Computer, PS5, PS4, Electronic, Glasses, Watch\", \"asin\": \"B0CCTNX9GY\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"iFixit Essential Electronics Toolkit - PC, Laptop, Phone Repair Kit\", \"asin\": \"B0964G2Y7S\", \"price\": \"$29.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Precision Screwdriver Set, Unamela 139 in 1 Computer Repair Tool Kit, Magnetic Screwdriver Kit with 120 Bits Compatible for PC Building, Laptop, MacBook, Tablet, iPhone, PS4, Xbox, Game Console\", \"asin\": \"B088CZ2ZL5\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"80 IN 1 Professional Computer Repair Tool Kit, Precision Screwdriver Set with 56 Bits, Magnetic Screwdriver Set for Laptop, PC, MacBook, Tablet, iPhone, PS4, Electronics, Gamer Tech Gifts for Men\", \"asin\": \"B074M8NBZQ\", \"price\": \"$17.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Precision Screwdriver Set, 150 in 1 Electronics Tool Kit with 120 Bits Magnetic Screwdriver Set & 30-bit Tool Set Handy Repair Tool for Computer Phone Watch Camera Laptop, Black\", \"asin\": \"B0DD9VH4BR\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Precision Screwdriver Set 191-Piece Multi-Bit Screwdriver 1/4 Inch Nut Driver Home Improvement Tool Electronic Repair Kit for Computer, iPhone, Laptop, PC, Cell Phone, PS4, Xbox, Nintendo\", \"asin\": \"B099K2QG9T\", \"price\": \"$38.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Mini Electric Screwdriver Set 155 in 1 Small Powered Screwdriver Cordless, 140 S2 Magnetic Bits, 3 Torque Settings, 650mAh Battery, electronics tool kit for Computer, Laptop, RC, PC, Xbox\", \"asin\": \"B0D83F96GY\", \"price\": \"$41.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Mako Driver Kit - 64 Precision Bit Set for Electronics Repair\", \"asin\": \"B0189YWOIO\", \"price\": \"$39.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Essential Electronics Toolkit - PC, Laptop, Phone Repair Kit\", \"asin\": \"B0964G2Y7S\", \"price\": \"$29.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HengTianMei 142 in 1 Precision Screwdriver Set Professional Magnetic Repair Tool Kit for Computer, Laptop, Xbox, Macbook, Game Console (H1128)\", \"asin\": \"B0921NTGDJ\", \"price\": \"$26.09\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Precision Screwdriver Set 191-Piece Multi-Bit Screwdriver 1/4 Inch Nut Driver Home Improvement Tool Electronic Repair Kit for Computer, iPhone, Laptop, PC, Cell Phone, PS4, Xbox, Nintendo\", \"asin\": \"B099K2QG9T\", \"price\": \"$38.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Moray Driver Kit - 32 Precision Bits for Smartphones, Game Consoles & Small Electronics Repair\", \"asin\": \"B08NWKMT8V\", \"price\": \"$19.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"XOOL 200 in 1 Precision Screwdriver Kit, Electronics Repair Tool Magnetic Driver Kit with 164 Bits, Flexible Shaft, Extension Rod for Computer, iPhone, Laptop, PC, PS4, Xbox, Nintendo\", \"asin\": \"B08PP867XR\", \"price\": \"$32.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Precision Screwdriver Set 124-Piece Electronics Tool Kit with 101 Bits Magnetic Screwdriver Set for Computer, Laptop, Cell Phone, PC, MacBook, iPhone, Nintendo, PS4, PS5, Xbox Repair\", \"asin\": \"B0968DG4QR\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Precision Screwdriver Set, Professional Grade 115 in 1 Magnetic Repair Tool Kit for Electronics, Computer, iPhone, Laptop, Game Console, Watch, Eyeglasses, Modding, and DIY Projects\", \"asin\": \"B0BXLWC9LJ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"iFixit Mahi Driver Kit - Precision Bit Set for General Household Repair\", \"asin\": \"B07BMMBKJR\", \"price\": \"$39.95\", \"delivery\": \"FREE delivery Tue, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:16:09.331Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"pc build tool\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08SGM6F79\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"\\u3010Wide Application\\u3011This precision screwdriver set has 120 bits, complete with every driver bit you\\u2019ll need to tackle any repair or DIY project. In addition, this repair kit has 22 practical accessories, such as magnetizer, magnetic mat, ESD tweezers, suction cup, spudger, cleaning brush, etc. Whether you're a professional or a amateur, this toolkit has what you need to repair all cell phone, computer, laptops, SSD, iPad, game consoles, tablets, glasses, HVAC, sewing machine, etc \\u3010Humanized Design\\u3011This electronic screwdriver set has been professionally designed to maximize your repair capabilities. The screwdriver features a particle grip and rubberized, ergonomic handle with swivel top, provides a comfort grip and smoothly spinning. Magnetic bit holder transmits magnetism through the screwdriver bit, helping you handle tiny screws. And flexible extension shaft is useful for removing screw in tight spots \\u3010Magnetic Design\\u3011This professional tool set has 2 magnetic tools, help to save your energy and time. The 5.7*3.3\\\" magnetic project mat can keep all tiny screws and parts organized, prevent from losing and messing up, make your repair work more efficient. Magnetizer demagnetizer tool helps strengthen the magnetism of the screwdriver tips to grab screws, or weaken it to avoid damage to your sensitive electronics \\u3010Organize & Portable\\u3011All screwdriver bits are stored in rubber bit holder which marked with type and size for fast recognizing. And the repair tools are held in a tear-resistant and shock-proof oxford bag, offering a whole protection and organized storage, no more worry about losing anything. The tool bag with nylon strap is light and handy, easy to carry out, or placed in the home, office, car, drawer and other places \\u3010Quality First\\u3011The precision bits are made of 60HRC Chromium-vanadium steel which is resist abrasion, oxidation and corrosion, sturdy and durable, ensure long time use. This computer tool kit is covered by our lifetime warranty. If you have any issues with the quality or usage, please don't hesitate to contact us\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:16:35.465Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:16:35.465Z
|
click
|
page_related
|
rule
|
train
| 711 |
2025-04-05T05:16:35.465Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "pc build tool"}],
"cart_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B08SGM6F79"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console"},
{"price": "$27.99"},
{"bullet_list": "\u3010Wide Application\u3011This precision screwdriver set has 120 bits, complete with every driver bit you\u2019ll need to tackle any repair or DIY project. In addition, this repair kit has 22 practical accessories, such as magnetizer, magnetic mat, ESD tweezers, suction cup, spudger, cleaning brush, etc. Whether you're a professional or a amateur, this toolkit has what you need to repair all cell phone, computer, laptops, SSD, iPad, game consoles, tablets, glasses, HVAC, sewing machine, etc \u3010Humanized Design\u3011This electronic screwdriver set has been professionally designed to maximize your repair capabilities. The screwdriver features a particle grip and rubberized, ergonomic handle with swivel top, provides a comfort grip and smoothly spinning. Magnetic bit holder transmits magnetism through the screwdriver bit, helping you handle tiny screws. And flexible extension shaft is useful for removing screw in tight spots \u3010Magnetic Design\u3011This professional tool set has 2 magnetic tools, help to save your energy and time. The 5.7*3.3\" magnetic project mat can keep all tiny screws and parts organized, prevent from losing and messing up, make your repair work more efficient. Magnetizer demagnetizer tool helps strengthen the magnetism of the screwdriver tips to grab screws, or weaken it to avoid damage to your sensitive electronics \u3010Organize & Portable\u3011All screwdriver bits are stored in rubber bit holder which marked with type and size for fast recognizing. And the repair tools are held in a tear-resistant and shock-proof oxford bag, offering a whole protection and organized storage, no more worry about losing anything. The tool bag with nylon strap is light and handy, easy to carry out, or placed in the home, office, car, drawer and other places \u3010Quality First\u3011The precision bits are made of 60HRC Chromium-vanadium steel which is resist abrasion, oxidation and corrosion, sturdy and durable, ensure long time use. This computer tool kit is covered by our lifetime warranty. If you have any issues with the quality or usage, please don't hesitate to contact us"}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:16:35.465Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:16:35.465Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:16:35.465Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 711,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"pc build tool\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08SGM6F79\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"\\u3010Wide Application\\u3011This precision screwdriver set has 120 bits, complete with every driver bit you\\u2019ll need to tackle any repair or DIY project. In addition, this repair kit has 22 practical accessories, such as magnetizer, magnetic mat, ESD tweezers, suction cup, spudger, cleaning brush, etc. Whether you're a professional or a amateur, this toolkit has what you need to repair all cell phone, computer, laptops, SSD, iPad, game consoles, tablets, glasses, HVAC, sewing machine, etc \\u3010Humanized Design\\u3011This electronic screwdriver set has been professionally designed to maximize your repair capabilities. The screwdriver features a particle grip and rubberized, ergonomic handle with swivel top, provides a comfort grip and smoothly spinning. Magnetic bit holder transmits magnetism through the screwdriver bit, helping you handle tiny screws. And flexible extension shaft is useful for removing screw in tight spots \\u3010Magnetic Design\\u3011This professional tool set has 2 magnetic tools, help to save your energy and time. The 5.7*3.3\\\" magnetic project mat can keep all tiny screws and parts organized, prevent from losing and messing up, make your repair work more efficient. Magnetizer demagnetizer tool helps strengthen the magnetism of the screwdriver tips to grab screws, or weaken it to avoid damage to your sensitive electronics \\u3010Organize & Portable\\u3011All screwdriver bits are stored in rubber bit holder which marked with type and size for fast recognizing. And the repair tools are held in a tear-resistant and shock-proof oxford bag, offering a whole protection and organized storage, no more worry about losing anything. The tool bag with nylon strap is light and handy, easy to carry out, or placed in the home, office, car, drawer and other places \\u3010Quality First\\u3011The precision bits are made of 60HRC Chromium-vanadium steel which is resist abrasion, oxidation and corrosion, sturdy and durable, ensure long time use. This computer tool kit is covered by our lifetime warranty. If you have any issues with the quality or usage, please don't hesitate to contact us\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:16:35.465Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"pc build tool\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08SGM6F79\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"\\u3010Wide Application\\u3011This precision screwdriver set has 120 bits, complete with every driver bit you\\u2019ll need to tackle any repair or DIY project. In addition, this repair kit has 22 practical accessories, such as magnetizer, magnetic mat, ESD tweezers, suction cup, spudger, cleaning brush, etc. Whether you're a professional or a amateur, this toolkit has what you need to repair all cell phone, computer, laptops, SSD, iPad, game consoles, tablets, glasses, HVAC, sewing machine, etc \\u3010Humanized Design\\u3011This electronic screwdriver set has been professionally designed to maximize your repair capabilities. The screwdriver features a particle grip and rubberized, ergonomic handle with swivel top, provides a comfort grip and smoothly spinning. Magnetic bit holder transmits magnetism through the screwdriver bit, helping you handle tiny screws. And flexible extension shaft is useful for removing screw in tight spots \\u3010Magnetic Design\\u3011This professional tool set has 2 magnetic tools, help to save your energy and time. The 5.7*3.3\\\" magnetic project mat can keep all tiny screws and parts organized, prevent from losing and messing up, make your repair work more efficient. Magnetizer demagnetizer tool helps strengthen the magnetism of the screwdriver tips to grab screws, or weaken it to avoid damage to your sensitive electronics \\u3010Organize & Portable\\u3011All screwdriver bits are stored in rubber bit holder which marked with type and size for fast recognizing. And the repair tools are held in a tear-resistant and shock-proof oxford bag, offering a whole protection and organized storage, no more worry about losing anything. The tool bag with nylon strap is light and handy, easy to carry out, or placed in the home, office, car, drawer and other places \\u3010Quality First\\u3011The precision bits are made of 60HRC Chromium-vanadium steel which is resist abrasion, oxidation and corrosion, sturdy and durable, ensure long time use. This computer tool kit is covered by our lifetime warranty. If you have any issues with the quality or usage, please don't hesitate to contact us\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:16:42.010Z\", // 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
|
2025-04-05T05:16:42.010Z
|
click
|
page_related
|
rule
|
train
| 712 |
2025-04-05T05:16:42.010Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "pc build tool"}],
"cart_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B08SGM6F79"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console"},
{"price": "$27.99"},
{"bullet_list": "\u3010Wide Application\u3011This precision screwdriver set has 120 bits, complete with every driver bit you\u2019ll need to tackle any repair or DIY project. In addition, this repair kit has 22 practical accessories, such as magnetizer, magnetic mat, ESD tweezers, suction cup, spudger, cleaning brush, etc. Whether you're a professional or a amateur, this toolkit has what you need to repair all cell phone, computer, laptops, SSD, iPad, game consoles, tablets, glasses, HVAC, sewing machine, etc \u3010Humanized Design\u3011This electronic screwdriver set has been professionally designed to maximize your repair capabilities. The screwdriver features a particle grip and rubberized, ergonomic handle with swivel top, provides a comfort grip and smoothly spinning. Magnetic bit holder transmits magnetism through the screwdriver bit, helping you handle tiny screws. And flexible extension shaft is useful for removing screw in tight spots \u3010Magnetic Design\u3011This professional tool set has 2 magnetic tools, help to save your energy and time. The 5.7*3.3\" magnetic project mat can keep all tiny screws and parts organized, prevent from losing and messing up, make your repair work more efficient. Magnetizer demagnetizer tool helps strengthen the magnetism of the screwdriver tips to grab screws, or weaken it to avoid damage to your sensitive electronics \u3010Organize & Portable\u3011All screwdriver bits are stored in rubber bit holder which marked with type and size for fast recognizing. And the repair tools are held in a tear-resistant and shock-proof oxford bag, offering a whole protection and organized storage, no more worry about losing anything. The tool bag with nylon strap is light and handy, easy to carry out, or placed in the home, office, car, drawer and other places \u3010Quality First\u3011The precision bits are made of 60HRC Chromium-vanadium steel which is resist abrasion, oxidation and corrosion, sturdy and durable, ensure long time use. This computer tool kit is covered by our lifetime warranty. If you have any issues with the quality or usage, please don't hesitate to contact us"}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:16:42.010Z", // 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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:16:42.010Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:16:42.010Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 712,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"pc build tool\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08SGM6F79\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"\\u3010Wide Application\\u3011This precision screwdriver set has 120 bits, complete with every driver bit you\\u2019ll need to tackle any repair or DIY project. In addition, this repair kit has 22 practical accessories, such as magnetizer, magnetic mat, ESD tweezers, suction cup, spudger, cleaning brush, etc. Whether you're a professional or a amateur, this toolkit has what you need to repair all cell phone, computer, laptops, SSD, iPad, game consoles, tablets, glasses, HVAC, sewing machine, etc \\u3010Humanized Design\\u3011This electronic screwdriver set has been professionally designed to maximize your repair capabilities. The screwdriver features a particle grip and rubberized, ergonomic handle with swivel top, provides a comfort grip and smoothly spinning. Magnetic bit holder transmits magnetism through the screwdriver bit, helping you handle tiny screws. And flexible extension shaft is useful for removing screw in tight spots \\u3010Magnetic Design\\u3011This professional tool set has 2 magnetic tools, help to save your energy and time. The 5.7*3.3\\\" magnetic project mat can keep all tiny screws and parts organized, prevent from losing and messing up, make your repair work more efficient. Magnetizer demagnetizer tool helps strengthen the magnetism of the screwdriver tips to grab screws, or weaken it to avoid damage to your sensitive electronics \\u3010Organize & Portable\\u3011All screwdriver bits are stored in rubber bit holder which marked with type and size for fast recognizing. And the repair tools are held in a tear-resistant and shock-proof oxford bag, offering a whole protection and organized storage, no more worry about losing anything. The tool bag with nylon strap is light and handy, easy to carry out, or placed in the home, office, car, drawer and other places \\u3010Quality First\\u3011The precision bits are made of 60HRC Chromium-vanadium steel which is resist abrasion, oxidation and corrosion, sturdy and durable, ensure long time use. This computer tool kit is covered by our lifetime warranty. If you have any issues with the quality or usage, please don't hesitate to contact us\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:16:42.010Z\", // 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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"pc build tool\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08SGM6F79\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"\\u3010Wide Application\\u3011This precision screwdriver set has 120 bits, complete with every driver bit you\\u2019ll need to tackle any repair or DIY project. In addition, this repair kit has 22 practical accessories, such as magnetizer, magnetic mat, ESD tweezers, suction cup, spudger, cleaning brush, etc. Whether you're a professional or a amateur, this toolkit has what you need to repair all cell phone, computer, laptops, SSD, iPad, game consoles, tablets, glasses, HVAC, sewing machine, etc \\u3010Humanized Design\\u3011This electronic screwdriver set has been professionally designed to maximize your repair capabilities. The screwdriver features a particle grip and rubberized, ergonomic handle with swivel top, provides a comfort grip and smoothly spinning. Magnetic bit holder transmits magnetism through the screwdriver bit, helping you handle tiny screws. And flexible extension shaft is useful for removing screw in tight spots \\u3010Magnetic Design\\u3011This professional tool set has 2 magnetic tools, help to save your energy and time. The 5.7*3.3\\\" magnetic project mat can keep all tiny screws and parts organized, prevent from losing and messing up, make your repair work more efficient. Magnetizer demagnetizer tool helps strengthen the magnetism of the screwdriver tips to grab screws, or weaken it to avoid damage to your sensitive electronics \\u3010Organize & Portable\\u3011All screwdriver bits are stored in rubber bit holder which marked with type and size for fast recognizing. And the repair tools are held in a tear-resistant and shock-proof oxford bag, offering a whole protection and organized storage, no more worry about losing anything. The tool bag with nylon strap is light and handy, easy to carry out, or placed in the home, office, car, drawer and other places \\u3010Quality First\\u3011The precision bits are made of 60HRC Chromium-vanadium steel which is resist abrasion, oxidation and corrosion, sturdy and durable, ensure long time use. This computer tool kit is covered by our lifetime warranty. If you have any issues with the quality or usage, please don't hesitate to contact us\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:16:44.132Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:16:44.132Z
|
click
|
page_related
|
rule
|
train
| 713 |
2025-04-05T05:16:44.132Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "pc build tool"}],
"cart_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B08SGM6F79"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console"},
{"price": "$27.99"},
{"bullet_list": "\u3010Wide Application\u3011This precision screwdriver set has 120 bits, complete with every driver bit you\u2019ll need to tackle any repair or DIY project. In addition, this repair kit has 22 practical accessories, such as magnetizer, magnetic mat, ESD tweezers, suction cup, spudger, cleaning brush, etc. Whether you're a professional or a amateur, this toolkit has what you need to repair all cell phone, computer, laptops, SSD, iPad, game consoles, tablets, glasses, HVAC, sewing machine, etc \u3010Humanized Design\u3011This electronic screwdriver set has been professionally designed to maximize your repair capabilities. The screwdriver features a particle grip and rubberized, ergonomic handle with swivel top, provides a comfort grip and smoothly spinning. Magnetic bit holder transmits magnetism through the screwdriver bit, helping you handle tiny screws. And flexible extension shaft is useful for removing screw in tight spots \u3010Magnetic Design\u3011This professional tool set has 2 magnetic tools, help to save your energy and time. The 5.7*3.3\" magnetic project mat can keep all tiny screws and parts organized, prevent from losing and messing up, make your repair work more efficient. Magnetizer demagnetizer tool helps strengthen the magnetism of the screwdriver tips to grab screws, or weaken it to avoid damage to your sensitive electronics \u3010Organize & Portable\u3011All screwdriver bits are stored in rubber bit holder which marked with type and size for fast recognizing. And the repair tools are held in a tear-resistant and shock-proof oxford bag, offering a whole protection and organized storage, no more worry about losing anything. The tool bag with nylon strap is light and handy, easy to carry out, or placed in the home, office, car, drawer and other places \u3010Quality First\u3011The precision bits are made of 60HRC Chromium-vanadium steel which is resist abrasion, oxidation and corrosion, sturdy and durable, ensure long time use. This computer tool kit is covered by our lifetime warranty. If you have any issues with the quality or usage, please don't hesitate to contact us"}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:16:44.132Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:16:44.132Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:16:44.132Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 713,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"pc build tool\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08SGM6F79\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"\\u3010Wide Application\\u3011This precision screwdriver set has 120 bits, complete with every driver bit you\\u2019ll need to tackle any repair or DIY project. In addition, this repair kit has 22 practical accessories, such as magnetizer, magnetic mat, ESD tweezers, suction cup, spudger, cleaning brush, etc. Whether you're a professional or a amateur, this toolkit has what you need to repair all cell phone, computer, laptops, SSD, iPad, game consoles, tablets, glasses, HVAC, sewing machine, etc \\u3010Humanized Design\\u3011This electronic screwdriver set has been professionally designed to maximize your repair capabilities. The screwdriver features a particle grip and rubberized, ergonomic handle with swivel top, provides a comfort grip and smoothly spinning. Magnetic bit holder transmits magnetism through the screwdriver bit, helping you handle tiny screws. And flexible extension shaft is useful for removing screw in tight spots \\u3010Magnetic Design\\u3011This professional tool set has 2 magnetic tools, help to save your energy and time. The 5.7*3.3\\\" magnetic project mat can keep all tiny screws and parts organized, prevent from losing and messing up, make your repair work more efficient. Magnetizer demagnetizer tool helps strengthen the magnetism of the screwdriver tips to grab screws, or weaken it to avoid damage to your sensitive electronics \\u3010Organize & Portable\\u3011All screwdriver bits are stored in rubber bit holder which marked with type and size for fast recognizing. And the repair tools are held in a tear-resistant and shock-proof oxford bag, offering a whole protection and organized storage, no more worry about losing anything. The tool bag with nylon strap is light and handy, easy to carry out, or placed in the home, office, car, drawer and other places \\u3010Quality First\\u3011The precision bits are made of 60HRC Chromium-vanadium steel which is resist abrasion, oxidation and corrosion, sturdy and durable, ensure long time use. This computer tool kit is covered by our lifetime warranty. If you have any issues with the quality or usage, please don't hesitate to contact us\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:16:44.132Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"pc build tool\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08SGM6F79\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"\\u3010Wide Application\\u3011This precision screwdriver set has 120 bits, complete with every driver bit you\\u2019ll need to tackle any repair or DIY project. In addition, this repair kit has 22 practical accessories, such as magnetizer, magnetic mat, ESD tweezers, suction cup, spudger, cleaning brush, etc. Whether you're a professional or a amateur, this toolkit has what you need to repair all cell phone, computer, laptops, SSD, iPad, game consoles, tablets, glasses, HVAC, sewing machine, etc \\u3010Humanized Design\\u3011This electronic screwdriver set has been professionally designed to maximize your repair capabilities. The screwdriver features a particle grip and rubberized, ergonomic handle with swivel top, provides a comfort grip and smoothly spinning. Magnetic bit holder transmits magnetism through the screwdriver bit, helping you handle tiny screws. And flexible extension shaft is useful for removing screw in tight spots \\u3010Magnetic Design\\u3011This professional tool set has 2 magnetic tools, help to save your energy and time. The 5.7*3.3\\\" magnetic project mat can keep all tiny screws and parts organized, prevent from losing and messing up, make your repair work more efficient. Magnetizer demagnetizer tool helps strengthen the magnetism of the screwdriver tips to grab screws, or weaken it to avoid damage to your sensitive electronics \\u3010Organize & Portable\\u3011All screwdriver bits are stored in rubber bit holder which marked with type and size for fast recognizing. And the repair tools are held in a tear-resistant and shock-proof oxford bag, offering a whole protection and organized storage, no more worry about losing anything. The tool bag with nylon strap is light and handy, easy to carry out, or placed in the home, office, car, drawer and other places \\u3010Quality First\\u3011The precision bits are made of 60HRC Chromium-vanadium steel which is resist abrasion, oxidation and corrosion, sturdy and durable, ensure long time use. This computer tool kit is covered by our lifetime warranty. If you have any issues with the quality or usage, please don't hesitate to contact us\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:16:46.621Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:16:46.621Z
|
click
|
page_related
|
rule
|
train
| 714 |
2025-04-05T05:16:46.621Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "pc build tool"}],
"cart_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B08SGM6F79"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console"},
{"price": "$27.99"},
{"bullet_list": "\u3010Wide Application\u3011This precision screwdriver set has 120 bits, complete with every driver bit you\u2019ll need to tackle any repair or DIY project. In addition, this repair kit has 22 practical accessories, such as magnetizer, magnetic mat, ESD tweezers, suction cup, spudger, cleaning brush, etc. Whether you're a professional or a amateur, this toolkit has what you need to repair all cell phone, computer, laptops, SSD, iPad, game consoles, tablets, glasses, HVAC, sewing machine, etc \u3010Humanized Design\u3011This electronic screwdriver set has been professionally designed to maximize your repair capabilities. The screwdriver features a particle grip and rubberized, ergonomic handle with swivel top, provides a comfort grip and smoothly spinning. Magnetic bit holder transmits magnetism through the screwdriver bit, helping you handle tiny screws. And flexible extension shaft is useful for removing screw in tight spots \u3010Magnetic Design\u3011This professional tool set has 2 magnetic tools, help to save your energy and time. The 5.7*3.3\" magnetic project mat can keep all tiny screws and parts organized, prevent from losing and messing up, make your repair work more efficient. Magnetizer demagnetizer tool helps strengthen the magnetism of the screwdriver tips to grab screws, or weaken it to avoid damage to your sensitive electronics \u3010Organize & Portable\u3011All screwdriver bits are stored in rubber bit holder which marked with type and size for fast recognizing. And the repair tools are held in a tear-resistant and shock-proof oxford bag, offering a whole protection and organized storage, no more worry about losing anything. The tool bag with nylon strap is light and handy, easy to carry out, or placed in the home, office, car, drawer and other places \u3010Quality First\u3011The precision bits are made of 60HRC Chromium-vanadium steel which is resist abrasion, oxidation and corrosion, sturdy and durable, ensure long time use. This computer tool kit is covered by our lifetime warranty. If you have any issues with the quality or usage, please don't hesitate to contact us"}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:16:46.621Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:16:46.621Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:16:46.621Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 714,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"pc build tool\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08SGM6F79\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"\\u3010Wide Application\\u3011This precision screwdriver set has 120 bits, complete with every driver bit you\\u2019ll need to tackle any repair or DIY project. In addition, this repair kit has 22 practical accessories, such as magnetizer, magnetic mat, ESD tweezers, suction cup, spudger, cleaning brush, etc. Whether you're a professional or a amateur, this toolkit has what you need to repair all cell phone, computer, laptops, SSD, iPad, game consoles, tablets, glasses, HVAC, sewing machine, etc \\u3010Humanized Design\\u3011This electronic screwdriver set has been professionally designed to maximize your repair capabilities. The screwdriver features a particle grip and rubberized, ergonomic handle with swivel top, provides a comfort grip and smoothly spinning. Magnetic bit holder transmits magnetism through the screwdriver bit, helping you handle tiny screws. And flexible extension shaft is useful for removing screw in tight spots \\u3010Magnetic Design\\u3011This professional tool set has 2 magnetic tools, help to save your energy and time. The 5.7*3.3\\\" magnetic project mat can keep all tiny screws and parts organized, prevent from losing and messing up, make your repair work more efficient. Magnetizer demagnetizer tool helps strengthen the magnetism of the screwdriver tips to grab screws, or weaken it to avoid damage to your sensitive electronics \\u3010Organize & Portable\\u3011All screwdriver bits are stored in rubber bit holder which marked with type and size for fast recognizing. And the repair tools are held in a tear-resistant and shock-proof oxford bag, offering a whole protection and organized storage, no more worry about losing anything. The tool bag with nylon strap is light and handy, easy to carry out, or placed in the home, office, car, drawer and other places \\u3010Quality First\\u3011The precision bits are made of 60HRC Chromium-vanadium steel which is resist abrasion, oxidation and corrosion, sturdy and durable, ensure long time use. This computer tool kit is covered by our lifetime warranty. If you have any issues with the quality or usage, please don't hesitate to contact us\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:16:46.621Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"pc build tool\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08SGM6F79\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"\\u3010Wide Application\\u3011This precision screwdriver set has 120 bits, complete with every driver bit you\\u2019ll need to tackle any repair or DIY project. In addition, this repair kit has 22 practical accessories, such as magnetizer, magnetic mat, ESD tweezers, suction cup, spudger, cleaning brush, etc. Whether you're a professional or a amateur, this toolkit has what you need to repair all cell phone, computer, laptops, SSD, iPad, game consoles, tablets, glasses, HVAC, sewing machine, etc \\u3010Humanized Design\\u3011This electronic screwdriver set has been professionally designed to maximize your repair capabilities. The screwdriver features a particle grip and rubberized, ergonomic handle with swivel top, provides a comfort grip and smoothly spinning. Magnetic bit holder transmits magnetism through the screwdriver bit, helping you handle tiny screws. And flexible extension shaft is useful for removing screw in tight spots \\u3010Magnetic Design\\u3011This professional tool set has 2 magnetic tools, help to save your energy and time. The 5.7*3.3\\\" magnetic project mat can keep all tiny screws and parts organized, prevent from losing and messing up, make your repair work more efficient. Magnetizer demagnetizer tool helps strengthen the magnetism of the screwdriver tips to grab screws, or weaken it to avoid damage to your sensitive electronics \\u3010Organize & Portable\\u3011All screwdriver bits are stored in rubber bit holder which marked with type and size for fast recognizing. And the repair tools are held in a tear-resistant and shock-proof oxford bag, offering a whole protection and organized storage, no more worry about losing anything. The tool bag with nylon strap is light and handy, easy to carry out, or placed in the home, office, car, drawer and other places \\u3010Quality First\\u3011The precision bits are made of 60HRC Chromium-vanadium steel which is resist abrasion, oxidation and corrosion, sturdy and durable, ensure long time use. This computer tool kit is covered by our lifetime warranty. If you have any issues with the quality or usage, please don't hesitate to contact us\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:16:54.023Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:16:54.023Z
|
purchase
|
B08SGM6F79
|
rule
|
train
| 715 |
2025-04-05T05:16:54.023Z
|
purchase
|
B08SGM6F79
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "pc build tool"}],
"cart_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B08SGM6F79"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console"},
{"price": "$27.99"},
{"bullet_list": "\u3010Wide Application\u3011This precision screwdriver set has 120 bits, complete with every driver bit you\u2019ll need to tackle any repair or DIY project. In addition, this repair kit has 22 practical accessories, such as magnetizer, magnetic mat, ESD tweezers, suction cup, spudger, cleaning brush, etc. Whether you're a professional or a amateur, this toolkit has what you need to repair all cell phone, computer, laptops, SSD, iPad, game consoles, tablets, glasses, HVAC, sewing machine, etc \u3010Humanized Design\u3011This electronic screwdriver set has been professionally designed to maximize your repair capabilities. The screwdriver features a particle grip and rubberized, ergonomic handle with swivel top, provides a comfort grip and smoothly spinning. Magnetic bit holder transmits magnetism through the screwdriver bit, helping you handle tiny screws. And flexible extension shaft is useful for removing screw in tight spots \u3010Magnetic Design\u3011This professional tool set has 2 magnetic tools, help to save your energy and time. The 5.7*3.3\" magnetic project mat can keep all tiny screws and parts organized, prevent from losing and messing up, make your repair work more efficient. Magnetizer demagnetizer tool helps strengthen the magnetism of the screwdriver tips to grab screws, or weaken it to avoid damage to your sensitive electronics \u3010Organize & Portable\u3011All screwdriver bits are stored in rubber bit holder which marked with type and size for fast recognizing. And the repair tools are held in a tear-resistant and shock-proof oxford bag, offering a whole protection and organized storage, no more worry about losing anything. The tool bag with nylon strap is light and handy, easy to carry out, or placed in the home, office, car, drawer and other places \u3010Quality First\u3011The precision bits are made of 60HRC Chromium-vanadium steel which is resist abrasion, oxidation and corrosion, sturdy and durable, ensure long time use. This computer tool kit is covered by our lifetime warranty. If you have any issues with the quality or usage, please don't hesitate to contact us"}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:16:54.023Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:16:54.023Z\",\"action\": \"purchase\",\"acion_argument\": \"B08SGM6F79\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:16:54.023Z\",\"action\": \"purchase\",\"acion_argument\": \"B08SGM6F79\",}</answer>",
"index": 715,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"pc build tool\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08SGM6F79\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"\\u3010Wide Application\\u3011This precision screwdriver set has 120 bits, complete with every driver bit you\\u2019ll need to tackle any repair or DIY project. In addition, this repair kit has 22 practical accessories, such as magnetizer, magnetic mat, ESD tweezers, suction cup, spudger, cleaning brush, etc. Whether you're a professional or a amateur, this toolkit has what you need to repair all cell phone, computer, laptops, SSD, iPad, game consoles, tablets, glasses, HVAC, sewing machine, etc \\u3010Humanized Design\\u3011This electronic screwdriver set has been professionally designed to maximize your repair capabilities. The screwdriver features a particle grip and rubberized, ergonomic handle with swivel top, provides a comfort grip and smoothly spinning. Magnetic bit holder transmits magnetism through the screwdriver bit, helping you handle tiny screws. And flexible extension shaft is useful for removing screw in tight spots \\u3010Magnetic Design\\u3011This professional tool set has 2 magnetic tools, help to save your energy and time. The 5.7*3.3\\\" magnetic project mat can keep all tiny screws and parts organized, prevent from losing and messing up, make your repair work more efficient. Magnetizer demagnetizer tool helps strengthen the magnetism of the screwdriver tips to grab screws, or weaken it to avoid damage to your sensitive electronics \\u3010Organize & Portable\\u3011All screwdriver bits are stored in rubber bit holder which marked with type and size for fast recognizing. And the repair tools are held in a tear-resistant and shock-proof oxford bag, offering a whole protection and organized storage, no more worry about losing anything. The tool bag with nylon strap is light and handy, easy to carry out, or placed in the home, office, car, drawer and other places \\u3010Quality First\\u3011The precision bits are made of 60HRC Chromium-vanadium steel which is resist abrasion, oxidation and corrosion, sturdy and durable, ensure long time use. This computer tool kit is covered by our lifetime warranty. If you have any issues with the quality or usage, please don't hesitate to contact us\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:16:54.023Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\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\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"XOOL 82 in 1 Precision Screwdriver Set, Magnetic Electronics Repair Tool Kit with Flexible Shaft and Extension Rod, Compatible for PC, Laptop, iPhone, PS4, PS5, Xbox, Camera, Computer, Tablet\", \"asin\": \"B0718ZM6R1\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"COMOWARE Mini Electric Screwdriver-50 in 1 Precision Small Electric Screwdriver Set for PC Building with LED Light & 48 bits, Magnetizer, Magnetic Mat, Handy Repair Tool for Phone Watch Camera\", \"asin\": \"B09JBLKRL5\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"JAKEMY Precision Screwdriver Set, 33 in 1 Screwdriver Set Magnetic Driver Kit Laptop Repair Kit with Torx Screwdriver Bit Set Extension Shaft Tweezers for Electronics PS5, Watch, Jewelry, Glasses, Toy\", \"asin\": \"B0BNBF68NF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"XOOL 140 in 1 Precision Screwdriver Set, Professional Computer Laptop Repair Tool Kit, Electronics Repair Tool with 120 Magnetic Bits, Compatible for Macbook, iPhone, Game Console, Tablet\", \"asin\": \"B0854JMCSR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Precision Magnetic Screwdriver Set 124-Piece Electronics Tool Kit with 101 Bits, for Computer, Laptop, Cell Phone, PC, MacBook, iPhone, PS4, PS5, Xbox Repair\", \"asin\": \"B0968D5PSC\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Nanch Precision Screwdriver Set,Premium Ergonomic Screwdriver with 55 High Strength Magnetic Screw Driver Bits for Computer Watches Jewelers and other Small Electronics Repair.\", \"asin\": \"B07R9VTWG5\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Electric screwdriver cordless set,40-in-1 precision screwdriver set with LED light and 20 S2 magnetic Bits,Small tool kit for Phones,Laptops,Watches,Electronics,Mini battery powered screwdriver set\", \"asin\": \"B0D46R1BZP\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Precision Screwdriver Set, 79 in 1 Screwdriver Kit with 58 Bits & Anti Static Wrist Strap, Magnetic Driver Electronics Repair Tool Kit for Computer, iPhone, Laptop, Cell Phone, Macbook, PS4/5\", \"asin\": \"B09B4YVJQL\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Master Lock Combination Lock, Heavy Duty Weatherproof Padlock, Resettable For Outdoor Use, Brass Finish, M175XDLF\", \"asin\": \"B000WEIIQC\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen 9 9900X3D 12-Core Processor\", \"asin\": \"\", \"price\": \"$598.00\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Silicone Soldering Mat Electronics Mat, Solder Pad Heat Resistant 932\\u00b0F, Magnetic Work Mat Silicone Repair Mat for Soldering, Computer, Laptop, Cell Phone, RC, Watch, Gun, Size 17.7\\\" x 11.8\\\"\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Kaisi Professional Electronics Opening Pry Tool Repair Kit with Metal Spudger Non-Abrasive Nylon Spudgers and Anti-Static Tweezers for Cellphone iPhone Laptops Tablets and More, 20 Piece\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\\u201d x 12\\u201d Grey\", \"asin\": \"\", \"price\": \"$18.89\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Suction Cups Heavy-Duty 2 Pieces Screen Suction Cups Tool for iMac, iPhone, MacBook, iPad, TV, Phone, Laptop, Computer, Tablet, LCD Screen Remover, Small Dent Puller\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"CORSAIR VENGEANCE RGB DDR5 RAM 32GB (2x16GB) 6000MHz CL36-44-44-96 1.35V Intel XMP Desktop Computer Memory - Black (CMH32GX5M2E6000C36)\", \"asin\": \"\", \"price\": \"$92.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"\", \"price\": \"$168.90\", \"quantity\": \"\"},\n{\"title\": \"Kaisiking 11 PCS Screen Suction Cup Kit LCD Screen Opening Tools Screen Replacement Tools for iPad, iMac, MacBook, Tablet, Laptop, iPhone, Samsung, Huawei, Etc.\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Precision Tweezers Set, XOOL 9 PCS ESD Tweezers Set, Anti-Static Stainless Steel Tweezers Kit, Multi-standard Stainless Steel Tweezers for Lab, Electronics, Jewelry and Detailed Work\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kaisi S-160 Soldering Mat Insulation Silicone Magnetic Repair Work Station Mat Heat-Resistant for BGA and Gun Soldering Iron, Workbench, Cell Phone Laptop Repair, Size: 17.8 x 11.8 inch\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"STREBITO 13-in-1 Precision Screwdriver Set, Compact Handle for Tight Spaces, Magnetic Bits with Torx, Phillips, Tri-Wing, Pentalobe for Eyeglass, Electronics, Jewelry\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Solder Wick and Soldering flux for Electronics Repair, No Clean Flux, Solder Removal Kit\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"iFixit Jimmy - Ultimate Electronics Prying & Opening Tool\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Okinos, PCI-E 4.0 Riser Cable, Compatible with RTX4090, RTX4080, RX7900XTX, PCIe 4.0 x16 High Speed Flexible Extender Card Extension Port 90 Degree Adapter, 200mm Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PRO Cable Repair Kit: 20 Protectors + Mini Heat Gun & Dual Adhesive - Fix iPhone/Android Chargers Like a Pro | 4:1 Heat Shrink Tech vs Basic Silicone Covers\", \"asin\": \"B0DPGLZ5JT\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch\", \"asin\": \"B09PY8WQHJ\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"15 in 1 Torx Screwdriver Set with T3 T4 T5 T6 T8 T10 Security Torx screwdriver and ESD tweezers, Magnetic Screwdrivers Precision Repair Kit for Xbox, iPhone, PS4, Macbook, Watch, Electronics\", \"asin\": \"B08HT13TDC\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"VViViD REV Precision Screwdriver Repair Tool Set (88 Piece Professional Set)\", \"asin\": \"B07W5WWPTR\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Micro Screwdriver Set 50 in 1 Precision Screwdriver Set, Electronics Tool Kit Screwdriver Kit - Computer, iPhone, Macbook, PS4, PS5, Nintendo, Xbox Controller Repair Kit, S2 Multi Bit Driver\", \"asin\": \"B0BPSRVHZY\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Mini Electric Screwdriver Set 144-Piece Electric Precision Screwdriver, 3.7V Power Screwdriver Cordless, Rechargeable Small Electric Screwdriver Kit, PC Electronic Phone RC Drone Repair Tool\", \"asin\": \"B0CLGHNZZR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"MMOBIEL Toolkit Compatible with Macbook Pro/Air Repair-10 in-1 Professional Screwdriver Kit-Incl. 5x Magnetic Screwdriver: Tri-wing,Phillips,Pentalobe 5,Torx T5/T6 and other Opening and Cleaning Tools\", \"asin\": \"B089QMH5BT\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Kaisi 136 in 1 Electronics Repair Tool Kit Professional Precision Screwdriver Set Magnetic Drive Kit with Portable Bag\", \"asin\": \"B07ZNHWHV5\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"HengTianMei 142 in 1 Precision Screwdriver Set Professional Magnetic Repair Tool Kit for Computer, Laptop, Xbox, Macbook, Game Console (H1128)\", \"asin\": \"B0921NTGDJ\", \"price\": \"$26.09\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Omni 2 Carry-On Hardside Luggage with 360\\u00b0 Spinner Wheels - Scratch Resistant Hardshell - TSA, Airline-Approved - Expandable Polycarbonate Shell for Lightweight Travel - Midnight Black\", \"asin\": \"\", \"price\": \"$121.34\", \"quantity\": \"\"},\n{\"title\": \"Traveler's Choice Pagosa Indestructible Hardshell Expandable Spinner Luggage, Black, Carry-on\", \"asin\": \"\", \"price\": \"$93.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 21\\\" Hardside Carry-On Luggage, Hardshell Suitcase With Wheels, Expandable For Up to 25% More Space, With Scratch-Resistant Surface, Four Multi-directional Wheels, Navy Blue\", \"asin\": \"\", \"price\": \"$63.99\", \"quantity\": \"\"},\n{\"title\": \"Travelpro Maxlite 5 Softside Expandable Carry on Luggage with 4 Spinner Wheels, Lightweight Suitcase, Men and Women, Black, Carry On 21-Inch\", \"asin\": \"\", \"price\": \"$144.49\", \"quantity\": \"\"},\n{\"title\": \"BAGSMART Carry On Luggage 22x14x9 Airline Approved with TSA Lock,20 Inch Lightweight Luggage with Spinner Wheels,100% PC Hard Shell Carry On Suitcases for Men Women,Royal Blue\", \"asin\": \"\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"SwissGear Sion Softside Expandable Luggage, Black, Carry-On 21-Inch\", \"asin\": \"\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite UpLIFT 19\\\" Lightweight Hardside Carry-On Luggage with Spinner Wheels - Expandable - Airline-Approved, Polycarbonate Hard Suitcase for Ultra Lightweight Travel - Silver Shimmer\", \"asin\": \"\", \"price\": \"$132.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Evolve SE Hardside Expandable Luggage with Double Spinner Wheels, Bass Black, Carry-on\", \"asin\": \"\", \"price\": \"$101.00\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Octiv Lightweight Hardshell 22-Inch Carry-On Luggage -Durable & Impact Resistant, 360\\u00b0 Aero Trac Spinner Wheels, Adjustable Telescopic Handle, Expandable Suitcase, TSA Approved Lock - Black\", \"asin\": \"\", \"price\": \"$170.99\", \"quantity\": \"\"},\n{\"title\": \"KROSER Hardside Expandable Carry On Luggage with Spinner Wheels & Built-in TSA Lock, Durable Suitcase Rolling Luggage with USB Port, Carry-On 20-Inch, White\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"SwissGear 7366 Hardside Expandable Luggage with Spinner Wheels, Black, Carry-On 19-Inch\", \"asin\": \"\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Briggs & Riley Sympatico Hardside Luggage, Olive, 22\\\" Essential Carry-On\", \"asin\": \"\", \"price\": \"$649.00\", \"quantity\": \"\"},\n{\"title\": \"DELSEY PARIS Chatelet Air 2.0 Hardside Luggage with Spinner Wheels, Angora, Carry on 20 Inch\", \"asin\": \"\", \"price\": \"$230.99\", \"quantity\": \"\"},\n{\"title\": \"Virtuosa Hardside 21 Inch Carry On Luggage - Airline Approved with 360\\u00b0 Spinner Wheels, RightHeight\\u2122 Adjustable Handle - Zippered WetPak\\u2122 - TSA Lock - Expandable Light Polycarbonate Shell - Pine Green\", \"asin\": \"\", \"price\": \"$139.99\", \"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\": \"2025-04-05T05:16:58.047Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:16:58.047Z
|
click
|
nav_bar
|
rule
|
train
| 716 |
2025-04-05T05:16:58.047Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
<|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": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"promotion_items": [{"title": "XOOL 82 in 1 Precision Screwdriver Set, Magnetic Electronics Repair Tool Kit with Flexible Shaft and Extension Rod, Compatible for PC, Laptop, iPhone, PS4, PS5, Xbox, Camera, Computer, Tablet", "asin": "B0718ZM6R1", "price": "$21.99", "quantity": ""},
{"title": "COMOWARE Mini Electric Screwdriver-50 in 1 Precision Small Electric Screwdriver Set for PC Building with LED Light & 48 bits, Magnetizer, Magnetic Mat, Handy Repair Tool for Phone Watch Camera", "asin": "B09JBLKRL5", "price": "$32.99", "quantity": ""},
{"title": "JAKEMY Precision Screwdriver Set, 33 in 1 Screwdriver Set Magnetic Driver Kit Laptop Repair Kit with Torx Screwdriver Bit Set Extension Shaft Tweezers for Electronics PS5, Watch, Jewelry, Glasses, Toy", "asin": "B0BNBF68NF", "price": "$12.99", "quantity": ""},
{"title": "XOOL 140 in 1 Precision Screwdriver Set, Professional Computer Laptop Repair Tool Kit, Electronics Repair Tool with 120 Magnetic Bits, Compatible for Macbook, iPhone, Game Console, Tablet", "asin": "B0854JMCSR", "price": "$25.99", "quantity": ""},
{"title": "STREBITO Precision Magnetic Screwdriver Set 124-Piece Electronics Tool Kit with 101 Bits, for Computer, Laptop, Cell Phone, PC, MacBook, iPhone, PS4, PS5, Xbox Repair", "asin": "B0968D5PSC", "price": "$20.99", "quantity": ""},
{"title": "Nanch Precision Screwdriver Set,Premium Ergonomic Screwdriver with 55 High Strength Magnetic Screw Driver Bits for Computer Watches Jewelers and other Small Electronics Repair.", "asin": "B07R9VTWG5", "price": "$45.99", "quantity": ""},
{"title": "Electric screwdriver cordless set,40-in-1 precision screwdriver set with LED light and 20 S2 magnetic Bits,Small tool kit for Phones,Laptops,Watches,Electronics,Mini battery powered screwdriver set", "asin": "B0D46R1BZP", "price": "", "quantity": ""},
{"title": "STREBITO Precision Screwdriver Set, 79 in 1 Screwdriver Kit with 58 Bits & Anti Static Wrist Strap, Magnetic Driver Electronics Repair Tool Kit for Computer, iPhone, Laptop, Cell Phone, Macbook, PS4/5", "asin": "B09B4YVJQL", "price": "", "quantity": ""},
{"title": "Master Lock Combination Lock, Heavy Duty Weatherproof Padlock, Resettable For Outdoor Use, Brass Finish, M175XDLF", "asin": "B000WEIIQC", "price": "", "quantity": ""},
{"title": "AMD Ryzen 9 9900X3D 12-Core Processor", "asin": "", "price": "$598.00", "quantity": ""},
{"title": "STREBITO Silicone Soldering Mat Electronics Mat, Solder Pad Heat Resistant 932\u00b0F, Magnetic Work Mat Silicone Repair Mat for Soldering, Computer, Laptop, Cell Phone, RC, Watch, Gun, Size 17.7\" x 11.8\"", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "Kaisi Professional Electronics Opening Pry Tool Repair Kit with Metal Spudger Non-Abrasive Nylon Spudgers and Anti-Static Tweezers for Cellphone iPhone Laptops Tablets and More, 20 Piece", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\u201d x 12\u201d Grey", "asin": "", "price": "$18.89", "quantity": ""},
{"title": "STREBITO Suction Cups Heavy-Duty 2 Pieces Screen Suction Cups Tool for iMac, iPhone, MacBook, iPad, TV, Phone, Laptop, Computer, Tablet, LCD Screen Remover, Small Dent Puller", "asin": "", "price": "$8.99", "quantity": ""},
{"title": "CORSAIR VENGEANCE RGB DDR5 RAM 32GB (2x16GB) 6000MHz CL36-44-44-96 1.35V Intel XMP Desktop Computer Memory - Black (CMH32GX5M2E6000C36)", "asin": "", "price": "$92.99", "quantity": ""},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "", "price": "$168.90", "quantity": ""},
{"title": "Kaisiking 11 PCS Screen Suction Cup Kit LCD Screen Opening Tools Screen Replacement Tools for iPad, iMac, MacBook, Tablet, Laptop, iPhone, Samsung, Huawei, Etc.", "asin": "", "price": "", "quantity": ""},
{"title": "Precision Tweezers Set, XOOL 9 PCS ESD Tweezers Set, Anti-Static Stainless Steel Tweezers Kit, Multi-standard Stainless Steel Tweezers for Lab, Electronics, Jewelry and Detailed Work", "asin": "", "price": "", "quantity": ""},
{"title": "Kaisi S-160 Soldering Mat Insulation Silicone Magnetic Repair Work Station Mat Heat-Resistant for BGA and Gun Soldering Iron, Workbench, Cell Phone Laptop Repair, Size: 17.8 x 11.8 inch", "asin": "", "price": "", "quantity": ""},
{"title": "STREBITO 13-in-1 Precision Screwdriver Set, Compact Handle for Tight Spaces, Magnetic Bits with Torx, Phillips, Tri-Wing, Pentalobe for Eyeglass, Electronics, Jewelry", "asin": "", "price": "", "quantity": ""},
{"title": "Solder Wick and Soldering flux for Electronics Repair, No Clean Flux, Solder Removal Kit", "asin": "", "price": "", "quantity": ""},
{"title": "iFixit Jimmy - Ultimate Electronics Prying & Opening Tool", "asin": "", "price": "", "quantity": ""},
{"title": "Okinos, PCI-E 4.0 Riser Cable, Compatible with RTX4090, RTX4080, RX7900XTX, PCIe 4.0 x16 High Speed Flexible Extender Card Extension Port 90 Degree Adapter, 200mm Black", "asin": "", "price": "", "quantity": ""},
{"title": "PRO Cable Repair Kit: 20 Protectors + Mini Heat Gun & Dual Adhesive - Fix iPhone/Android Chargers Like a Pro | 4:1 Heat Shrink Tech vs Basic Silicone Covers", "asin": "B0DPGLZ5JT", "price": "$15.99", "quantity": ""},
{"title": "JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch", "asin": "B09PY8WQHJ", "price": "$10.99", "quantity": ""},
{"title": "15 in 1 Torx Screwdriver Set with T3 T4 T5 T6 T8 T10 Security Torx screwdriver and ESD tweezers, Magnetic Screwdrivers Precision Repair Kit for Xbox, iPhone, PS4, Macbook, Watch, Electronics", "asin": "B08HT13TDC", "price": "$7.99", "quantity": ""},
{"title": "VViViD REV Precision Screwdriver Repair Tool Set (88 Piece Professional Set)", "asin": "B07W5WWPTR", "price": "$19.99", "quantity": ""},
{"title": "STREBITO Micro Screwdriver Set 50 in 1 Precision Screwdriver Set, Electronics Tool Kit Screwdriver Kit - Computer, iPhone, Macbook, PS4, PS5, Nintendo, Xbox Controller Repair Kit, S2 Multi Bit Driver", "asin": "B0BPSRVHZY", "price": "$16.99", "quantity": ""},
{"title": "STREBITO Mini Electric Screwdriver Set 144-Piece Electric Precision Screwdriver, 3.7V Power Screwdriver Cordless, Rechargeable Small Electric Screwdriver Kit, PC Electronic Phone RC Drone Repair Tool", "asin": "B0CLGHNZZR", "price": "$39.99", "quantity": ""},
{"title": "MMOBIEL Toolkit Compatible with Macbook Pro/Air Repair-10 in-1 Professional Screwdriver Kit-Incl. 5x Magnetic Screwdriver: Tri-wing,Phillips,Pentalobe 5,Torx T5/T6 and other Opening and Cleaning Tools", "asin": "B089QMH5BT", "price": "$12.99", "quantity": ""},
{"title": "Kaisi 136 in 1 Electronics Repair Tool Kit Professional Precision Screwdriver Set Magnetic Drive Kit with Portable Bag", "asin": "B07ZNHWHV5", "price": "$23.99", "quantity": ""},
{"title": "HengTianMei 142 in 1 Precision Screwdriver Set Professional Magnetic Repair Tool Kit for Computer, Laptop, Xbox, Macbook, Game Console (H1128)", "asin": "B0921NTGDJ", "price": "$26.09", "quantity": ""},
{"title": "Samsonite Omni 2 Carry-On Hardside Luggage with 360\u00b0 Spinner Wheels - Scratch Resistant Hardshell - TSA, Airline-Approved - Expandable Polycarbonate Shell for Lightweight Travel - Midnight Black", "asin": "", "price": "$121.34", "quantity": ""},
{"title": "Traveler's Choice Pagosa Indestructible Hardshell Expandable Spinner Luggage, Black, Carry-on", "asin": "", "price": "$93.99", "quantity": ""},
{"title": "Amazon Basics 21\" Hardside Carry-On Luggage, Hardshell Suitcase With Wheels, Expandable For Up to 25% More Space, With Scratch-Resistant Surface, Four Multi-directional Wheels, Navy Blue", "asin": "", "price": "$63.99", "quantity": ""},
{"title": "Travelpro Maxlite 5 Softside Expandable Carry on Luggage with 4 Spinner Wheels, Lightweight Suitcase, Men and Women, Black, Carry On 21-Inch", "asin": "", "price": "$144.49", "quantity": ""},
{"title": "BAGSMART Carry On Luggage 22x14x9 Airline Approved with TSA Lock,20 Inch Lightweight Luggage with Spinner Wheels,100% PC Hard Shell Carry On Suitcases for Men Women,Royal Blue", "asin": "", "price": "$79.99", "quantity": ""},
{"title": "SwissGear Sion Softside Expandable Luggage, Black, Carry-On 21-Inch", "asin": "", "price": "$119.99", "quantity": ""},
{"title": "Samsonite UpLIFT 19\" Lightweight Hardside Carry-On Luggage with Spinner Wheels - Expandable - Airline-Approved, Polycarbonate Hard Suitcase for Ultra Lightweight Travel - Silver Shimmer", "asin": "", "price": "$132.99", "quantity": ""},
{"title": "Samsonite Evolve SE Hardside Expandable Luggage with Double Spinner Wheels, Bass Black, Carry-on", "asin": "", "price": "$101.00", "quantity": ""},
{"title": "Samsonite Octiv Lightweight Hardshell 22-Inch Carry-On Luggage -Durable & Impact Resistant, 360\u00b0 Aero Trac Spinner Wheels, Adjustable Telescopic Handle, Expandable Suitcase, TSA Approved Lock - Black", "asin": "", "price": "$170.99", "quantity": ""},
{"title": "KROSER Hardside Expandable Carry On Luggage with Spinner Wheels & Built-in TSA Lock, Durable Suitcase Rolling Luggage with USB Port, Carry-On 20-Inch, White", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "SwissGear 7366 Hardside Expandable Luggage with Spinner Wheels, Black, Carry-On 19-Inch", "asin": "", "price": "$124.99", "quantity": ""},
{"title": "Briggs & Riley Sympatico Hardside Luggage, Olive, 22\" Essential Carry-On", "asin": "", "price": "$649.00", "quantity": ""},
{"title": "DELSEY PARIS Chatelet Air 2.0 Hardside Luggage with Spinner Wheels, Angora, Carry on 20 Inch", "asin": "", "price": "$230.99", "quantity": ""},
{"title": "Virtuosa Hardside 21 Inch Carry On Luggage - Airline Approved with 360\u00b0 Spinner Wheels, RightHeight\u2122 Adjustable Handle - Zippered WetPak\u2122 - TSA Lock - Expandable Light Polycarbonate Shell - Pine Green", "asin": "", "price": "$139.99", "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": "2025-04-05T05:16:58.047Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:16:58.047Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:16:58.047Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 716,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\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\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"XOOL 82 in 1 Precision Screwdriver Set, Magnetic Electronics Repair Tool Kit with Flexible Shaft and Extension Rod, Compatible for PC, Laptop, iPhone, PS4, PS5, Xbox, Camera, Computer, Tablet\", \"asin\": \"B0718ZM6R1\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"COMOWARE Mini Electric Screwdriver-50 in 1 Precision Small Electric Screwdriver Set for PC Building with LED Light & 48 bits, Magnetizer, Magnetic Mat, Handy Repair Tool for Phone Watch Camera\", \"asin\": \"B09JBLKRL5\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"JAKEMY Precision Screwdriver Set, 33 in 1 Screwdriver Set Magnetic Driver Kit Laptop Repair Kit with Torx Screwdriver Bit Set Extension Shaft Tweezers for Electronics PS5, Watch, Jewelry, Glasses, Toy\", \"asin\": \"B0BNBF68NF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"XOOL 140 in 1 Precision Screwdriver Set, Professional Computer Laptop Repair Tool Kit, Electronics Repair Tool with 120 Magnetic Bits, Compatible for Macbook, iPhone, Game Console, Tablet\", \"asin\": \"B0854JMCSR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Precision Magnetic Screwdriver Set 124-Piece Electronics Tool Kit with 101 Bits, for Computer, Laptop, Cell Phone, PC, MacBook, iPhone, PS4, PS5, Xbox Repair\", \"asin\": \"B0968D5PSC\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Nanch Precision Screwdriver Set,Premium Ergonomic Screwdriver with 55 High Strength Magnetic Screw Driver Bits for Computer Watches Jewelers and other Small Electronics Repair.\", \"asin\": \"B07R9VTWG5\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Electric screwdriver cordless set,40-in-1 precision screwdriver set with LED light and 20 S2 magnetic Bits,Small tool kit for Phones,Laptops,Watches,Electronics,Mini battery powered screwdriver set\", \"asin\": \"B0D46R1BZP\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Precision Screwdriver Set, 79 in 1 Screwdriver Kit with 58 Bits & Anti Static Wrist Strap, Magnetic Driver Electronics Repair Tool Kit for Computer, iPhone, Laptop, Cell Phone, Macbook, PS4/5\", \"asin\": \"B09B4YVJQL\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Master Lock Combination Lock, Heavy Duty Weatherproof Padlock, Resettable For Outdoor Use, Brass Finish, M175XDLF\", \"asin\": \"B000WEIIQC\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen 9 9900X3D 12-Core Processor\", \"asin\": \"\", \"price\": \"$598.00\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Silicone Soldering Mat Electronics Mat, Solder Pad Heat Resistant 932\\u00b0F, Magnetic Work Mat Silicone Repair Mat for Soldering, Computer, Laptop, Cell Phone, RC, Watch, Gun, Size 17.7\\\" x 11.8\\\"\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Kaisi Professional Electronics Opening Pry Tool Repair Kit with Metal Spudger Non-Abrasive Nylon Spudgers and Anti-Static Tweezers for Cellphone iPhone Laptops Tablets and More, 20 Piece\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\\u201d x 12\\u201d Grey\", \"asin\": \"\", \"price\": \"$18.89\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Suction Cups Heavy-Duty 2 Pieces Screen Suction Cups Tool for iMac, iPhone, MacBook, iPad, TV, Phone, Laptop, Computer, Tablet, LCD Screen Remover, Small Dent Puller\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"CORSAIR VENGEANCE RGB DDR5 RAM 32GB (2x16GB) 6000MHz CL36-44-44-96 1.35V Intel XMP Desktop Computer Memory - Black (CMH32GX5M2E6000C36)\", \"asin\": \"\", \"price\": \"$92.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"\", \"price\": \"$168.90\", \"quantity\": \"\"},\n{\"title\": \"Kaisiking 11 PCS Screen Suction Cup Kit LCD Screen Opening Tools Screen Replacement Tools for iPad, iMac, MacBook, Tablet, Laptop, iPhone, Samsung, Huawei, Etc.\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Precision Tweezers Set, XOOL 9 PCS ESD Tweezers Set, Anti-Static Stainless Steel Tweezers Kit, Multi-standard Stainless Steel Tweezers for Lab, Electronics, Jewelry and Detailed Work\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kaisi S-160 Soldering Mat Insulation Silicone Magnetic Repair Work Station Mat Heat-Resistant for BGA and Gun Soldering Iron, Workbench, Cell Phone Laptop Repair, Size: 17.8 x 11.8 inch\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"STREBITO 13-in-1 Precision Screwdriver Set, Compact Handle for Tight Spaces, Magnetic Bits with Torx, Phillips, Tri-Wing, Pentalobe for Eyeglass, Electronics, Jewelry\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Solder Wick and Soldering flux for Electronics Repair, No Clean Flux, Solder Removal Kit\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"iFixit Jimmy - Ultimate Electronics Prying & Opening Tool\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Okinos, PCI-E 4.0 Riser Cable, Compatible with RTX4090, RTX4080, RX7900XTX, PCIe 4.0 x16 High Speed Flexible Extender Card Extension Port 90 Degree Adapter, 200mm Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PRO Cable Repair Kit: 20 Protectors + Mini Heat Gun & Dual Adhesive - Fix iPhone/Android Chargers Like a Pro | 4:1 Heat Shrink Tech vs Basic Silicone Covers\", \"asin\": \"B0DPGLZ5JT\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch\", \"asin\": \"B09PY8WQHJ\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"15 in 1 Torx Screwdriver Set with T3 T4 T5 T6 T8 T10 Security Torx screwdriver and ESD tweezers, Magnetic Screwdrivers Precision Repair Kit for Xbox, iPhone, PS4, Macbook, Watch, Electronics\", \"asin\": \"B08HT13TDC\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"VViViD REV Precision Screwdriver Repair Tool Set (88 Piece Professional Set)\", \"asin\": \"B07W5WWPTR\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Micro Screwdriver Set 50 in 1 Precision Screwdriver Set, Electronics Tool Kit Screwdriver Kit - Computer, iPhone, Macbook, PS4, PS5, Nintendo, Xbox Controller Repair Kit, S2 Multi Bit Driver\", \"asin\": \"B0BPSRVHZY\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Mini Electric Screwdriver Set 144-Piece Electric Precision Screwdriver, 3.7V Power Screwdriver Cordless, Rechargeable Small Electric Screwdriver Kit, PC Electronic Phone RC Drone Repair Tool\", \"asin\": \"B0CLGHNZZR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"MMOBIEL Toolkit Compatible with Macbook Pro/Air Repair-10 in-1 Professional Screwdriver Kit-Incl. 5x Magnetic Screwdriver: Tri-wing,Phillips,Pentalobe 5,Torx T5/T6 and other Opening and Cleaning Tools\", \"asin\": \"B089QMH5BT\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Kaisi 136 in 1 Electronics Repair Tool Kit Professional Precision Screwdriver Set Magnetic Drive Kit with Portable Bag\", \"asin\": \"B07ZNHWHV5\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"HengTianMei 142 in 1 Precision Screwdriver Set Professional Magnetic Repair Tool Kit for Computer, Laptop, Xbox, Macbook, Game Console (H1128)\", \"asin\": \"B0921NTGDJ\", \"price\": \"$26.09\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Omni 2 Carry-On Hardside Luggage with 360\\u00b0 Spinner Wheels - Scratch Resistant Hardshell - TSA, Airline-Approved - Expandable Polycarbonate Shell for Lightweight Travel - Midnight Black\", \"asin\": \"\", \"price\": \"$121.34\", \"quantity\": \"\"},\n{\"title\": \"Traveler's Choice Pagosa Indestructible Hardshell Expandable Spinner Luggage, Black, Carry-on\", \"asin\": \"\", \"price\": \"$93.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 21\\\" Hardside Carry-On Luggage, Hardshell Suitcase With Wheels, Expandable For Up to 25% More Space, With Scratch-Resistant Surface, Four Multi-directional Wheels, Navy Blue\", \"asin\": \"\", \"price\": \"$63.99\", \"quantity\": \"\"},\n{\"title\": \"Travelpro Maxlite 5 Softside Expandable Carry on Luggage with 4 Spinner Wheels, Lightweight Suitcase, Men and Women, Black, Carry On 21-Inch\", \"asin\": \"\", \"price\": \"$144.49\", \"quantity\": \"\"},\n{\"title\": \"BAGSMART Carry On Luggage 22x14x9 Airline Approved with TSA Lock,20 Inch Lightweight Luggage with Spinner Wheels,100% PC Hard Shell Carry On Suitcases for Men Women,Royal Blue\", \"asin\": \"\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"SwissGear Sion Softside Expandable Luggage, Black, Carry-On 21-Inch\", \"asin\": \"\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite UpLIFT 19\\\" Lightweight Hardside Carry-On Luggage with Spinner Wheels - Expandable - Airline-Approved, Polycarbonate Hard Suitcase for Ultra Lightweight Travel - Silver Shimmer\", \"asin\": \"\", \"price\": \"$132.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Evolve SE Hardside Expandable Luggage with Double Spinner Wheels, Bass Black, Carry-on\", \"asin\": \"\", \"price\": \"$101.00\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Octiv Lightweight Hardshell 22-Inch Carry-On Luggage -Durable & Impact Resistant, 360\\u00b0 Aero Trac Spinner Wheels, Adjustable Telescopic Handle, Expandable Suitcase, TSA Approved Lock - Black\", \"asin\": \"\", \"price\": \"$170.99\", \"quantity\": \"\"},\n{\"title\": \"KROSER Hardside Expandable Carry On Luggage with Spinner Wheels & Built-in TSA Lock, Durable Suitcase Rolling Luggage with USB Port, Carry-On 20-Inch, White\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"SwissGear 7366 Hardside Expandable Luggage with Spinner Wheels, Black, Carry-On 19-Inch\", \"asin\": \"\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Briggs & Riley Sympatico Hardside Luggage, Olive, 22\\\" Essential Carry-On\", \"asin\": \"\", \"price\": \"$649.00\", \"quantity\": \"\"},\n{\"title\": \"DELSEY PARIS Chatelet Air 2.0 Hardside Luggage with Spinner Wheels, Angora, Carry on 20 Inch\", \"asin\": \"\", \"price\": \"$230.99\", \"quantity\": \"\"},\n{\"title\": \"Virtuosa Hardside 21 Inch Carry On Luggage - Airline Approved with 360\\u00b0 Spinner Wheels, RightHeight\\u2122 Adjustable Handle - Zippered WetPak\\u2122 - TSA Lock - Expandable Light Polycarbonate Shell - Pine Green\", \"asin\": \"\", \"price\": \"$139.99\", \"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\": \"2025-04-05T05:16:58.047Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:17:13.365Z\", // 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
|
2025-04-05T05:17:13.365Z
|
input
|
anti static
|
rule
|
train
| 717 |
2025-04-05T05:17:13.365Z
|
input
|
anti static
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:17:13.365Z", // 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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:17:13.365Z\",\"action\": \"input\",\"acion_argument\": \"anti static\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:17:13.365Z\",\"action\": \"input\",\"acion_argument\": \"anti static\",}</answer>",
"index": 717,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:17:13.365Z\", // 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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"anti static\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:17:13.597Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:17:13.597Z
|
click
|
search
|
rule
|
train
| 718 |
2025-04-05T05:17:13.597Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "anti static"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:17:13.597Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:17:13.597Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:17:13.597Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 718,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"anti static\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:17:13.597Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", 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Lasts All Day- 2oz Travel Size\", \"asin\": \"B0BKRN312P\", \"price\": \"$9.99\", \"delivery\": \"$5 delivery Mon, Apr 14\"},\n{\"title\": \"ACL Staticide 2002 Regular Heavy Duty Topical Anti-Stat, 1 Gallon Bottle Refill\", \"asin\": \"B00BR55ZBG\", \"price\": \"$65.48\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"1Pc Blue Car Static Human Body Static Eliminator Discharger Anti-Static Keychain ESD Tool Car Static Electricity Releaser, Eliminator Discharge Remover ESD Keyring, Car Keychains Car Accessories\", \"asin\": \"B0CQF9J9MS\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Anti Static Wrist Strap with grounding Wire ESD Anti Static Wristband Adjustable Coiled Cord Anti Shock Wristband (4)\", \"asin\": \"B0B6FLHRT2\", \"price\": \"$7.46\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Anti-Static Laundry Scenting Spray with Essential Oils (Lavender, Lemon, Orange) (Lavender)\", \"asin\": \"B09FCV1MD4\", \"price\": \"$14.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anti Static Wrist Strap,Adjustable Anti Static Wristband Improve Sleep,Balance Winter Electrostatic Removal Bracelet Elimination Discharge for Men and Woman 2Pack\", \"asin\": \"B0DFCPB464\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Grounded Outlet Plug, Anti-Static Wrist Strap (Adjustable up to Size XL) and Grounding Cord, Earth Connection | ESD Safe for Computer, PC Building Eelectronics\", \"asin\": \"B0BVVJJQYL\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3PCS Precision Tweezers Set, Upgraded Anti-Static Stainless Steel of Tweezers, for Electronics, Soldering, Laboratory Work, Jewelry-Making, Model, Craft\", \"asin\": \"B0BNNGC3Q2\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Downy Wrinkle Releaser Spray All In One Wrinkle Release Spray Travel Size, Odor Eliminator, Static Remover Fabric Refresher & Ironing Aid for Clothes 3 Fl Oz (Pack of 2), Crisp Linen Scent\", \"asin\": \"B07ZG4D84D\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Anti Static Eliminator, 14 oz. can, 1 count\", \"asin\": \"B000TWM3IQ\", \"price\": \"$17.02\", \"delivery\": \"FREE delivery Apr 12 - 18 for Prime members\"},\n{\"title\": \"Downy Wrinkle Releaser Spray | All In One Wrinkle Release Spray, Odor Eliminator, Static Remover | Fabric Refresher & Ironing Aid for Clothes | 9.7 Fl Oz (Pack of 2), Fresh Scent\", \"asin\": \"B0CW2D5JV6\", \"price\": \"$11.96\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anti Static Wrist Straps - 3 Pack - Reusable Anti-Static Wrist Straps Equipped with Grounding Wire and Alligator Clip - Enables You to Ground Yourself\", \"asin\": \"B017164JHA\", \"price\": \"$7.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Adjustable One Size Fits All Anti Static 1M Ohm ESD Reusable Foot Heel Straps Premium Quality Perfect for Grounding, Removing Static, Protecting Electronics Against Electric Shock - Blue - 2 Pieces\", \"asin\": \"B07NQX482L\", \"price\": \"$11.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anti Static Wrist Strap, 11\\\" Adjustable Antistatic Wrist Band with Alligator Clip and 9.8 ft Long PU Cable, Fits Wrist Size 6\\\" to 8.5\\\", Perfect for PC Building and Electronics Repair\", \"asin\": \"B0DSKD9747\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Dioche Anti Static Bracelet Eliminate Body Static Silicone Wristband Winter Antistatic Bracelet for Laboratory Personnel, Factory Workers(Black)\", \"asin\": \"B0BF9SCZFY\", \"price\": \"$17.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"uxcell Anti-Static Static Discharge Keychain Static Discharge Remover Blue\", \"asin\": \"B00AKXG9LG\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Only 17 left in stock - order soon.\"},\n{\"title\": \"uxcell Anti-Static Keychain Static remove Discharge Blue Silver Tone\", \"asin\": \"B008SAX4VQ\", \"price\": \"$12.39\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Redken Frizz Dismiss Anti-Static Oil Mist | For All Hair Types | Tames Flyaways & Unwanted Static | With Babassu Oil | Sulfate Free\", \"asin\": \"B07NPLJ63V\", \"price\": \"$36.00\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Kingwin Anti-Static Cordless Wrist Strap, Protect Your PC from Static Electricity. Adjustable Strap Fits Your Wrist Comfortably, Ground Yourself when Working on Sensitive Electronics\", \"asin\": \"B007WME22G\", \"price\": \"$6.88\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 3 left in stock - order soon.\"},\n{\"title\": \"HRX Package 20pcs Large Premium Anti Static Bags with Antistatic Sticker, 12 X 16 inches Open Top ESD Shielding Anti-Static Bag for Motherboard SSD HDD Laptop Electronic Components\", \"asin\": \"B07FSD9MB9\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Diamond Screen Shine Advanced Nanotechnology Screen Cleaning Spray for Crystal Clear Screens - Safe for All Devices - Streak-Free Formula - Easy to Use - Anti-Static for Future Clean (8oz-2pack)\", \"asin\": \"B0BXZ6J4Z7\", \"price\": \"$19.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anti Static Wrist Strap,Adjustable Anti Static Wristband Improve Sleep,Silicone Static Strap Balance Energy Waterproof Anti-Static Wrist Strap Static Bracelets,Anti-Static Bracelet\", \"asin\": \"B0BL7361JX\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 15 - 24 for Prime members\"},\n{\"title\": \"Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 240 Count\", \"asin\": \"B003FULBQ4\", \"price\": \"$8.24\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anti Static Wristband, Anti Static Wrist Strap Automatic Static Eliminator Wristband Electrostatic Removal Bracelet Anti Static Bracelet Silicone Wrist Strap for Men Women or Elder\", \"asin\": \"B0B6VVKZL4\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:17:31.484Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:17:31.484Z
|
click
|
search
|
rule
|
train
| 719 |
2025-04-05T05:17:31.484Z
|
click
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search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "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": "anti static"}],
"cart_items": [{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"promotion_items": [{"title": "iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair", "asin": "B01BLPBOS4", "price": "$29.95", "quantity": ""},
{"title": "Anti Static Mat Includes ESD Wristband and Grounding Wire and Grounding Plug for Electronics Repair, Premium Heat Resistant ESD Safe Soldering Mat (17.7\" x 13.6\")", "asin": "B0BP7FRNL4", "price": "$23.39", "quantity": ""},
{"title": "Kaisi Large Anti Static Mat with Grounding Accessories,Heat Resistant Silicone Soldering Mat,Magnetic Work ESD Pad for pc Building, Electronics, Laptop, Cellphone Repair Soldering 21.6\" x 16.9\"", "asin": "B0DLSS3B2P", "price": "$32.99", "quantity": ""},
{"title": "iFixit Anti-Static Wrist Strap (Adjustable up to Size XL) - ESD Grounding Wristband", "asin": "B00B2T9C8Y", "price": "$7.95", "quantity": ""},
{"title": "Premium Anti-Static Copper Tinsel - Efficient Static Elimination for Workspace Applications", "asin": "B00C0VN9GY", "price": "$48.99", "quantity": ""},
{"title": "iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair", "asin": "B01BLPBOS4", "price": "$29.95", "quantity": ""},
{"title": "iFixit Anti-Static Wrist Strap (Adjustable up to Size XL) - ESD Grounding Wristband", "asin": "B00B2T9C8Y", "price": "$7.95", "quantity": ""},
{"title": "Anti Static Mat Includes ESD Wristband and Grounding Wire and Grounding Plug for Electronics Repair, Premium Heat Resistant ESD Safe Soldering Mat (17.7\" x 13.6\")", "asin": "B0BP7FRNL4", "price": "$23.39", "quantity": ""},
{"title": "STREBITO Anti Static Wrist Strap, 11\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair", "asin": "B0BF5JKZ2F", "price": "$5.29", "quantity": ""},
{"title": "Vastar ESD Anti-Static Wrist Strap Components, Blue", "asin": "B01DM0E7BM", "price": "$5.47", "quantity": ""}],
"ads": [{"title": "Hanchen Ionizing Air Blower New DC Type Anti Static Ionizer Electro-Static Discharge Ionizer Static Fan Electrostatic Elimination Discharge Static Ionizer", "asin": "B08DV2BGK8"},
{"title": "Ionizing Air Blower", "asin": "B07QN2K37Y"},
{"title": "Human Body ESD Eliminator", "asin": "B07S9K5P1G"},
{"title": "Electrostatic Eliminator", "asin": "B07QJVXQMB"}],
"search_results": [{"title": "iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair", "asin": "B01BLPBOS4", "price": "$29.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "STREBITO Anti Static Wrist Strap, 11\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair", "asin": "B0BF5JKZ2F", "price": "$5.29", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "iFixit Anti-Static Wrist Strap (Adjustable up to Size XL) - ESD Grounding Wristband", "asin": "B00B2T9C8Y", "price": "$7.95", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Anti Static Mat Includes ESD Wristband and Grounding Wire and Grounding Plug for Electronics Repair, Premium Heat Resistant ESD Safe Soldering Mat (17.7\" x 13.6\")", "asin": "B0BP7FRNL4", "price": "$23.39", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Premium Heat Resistant 932\u00b0F 20.7\" x 13.4\" Magnetic Anti-Static Mat with Grounding Accessories, HPFIX ESD Safe Electronics Work Mat for Computer Cell Phone Laptop Repair", "asin": "B0D2LL5V4R", "price": "$28.89", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Anti Static Wrist Strap, 11\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\" to 8.5\". [Regular Size]", "asin": "B08CXQN86W", "price": "$5.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "STREBITO Anti Static Wrist Strap, 11\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair", "asin": "B0BF5JKZ2F", "price": "$5.29", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Bounce Anti Static Spray, 3 in 1 Instant Anti Static Spray & Instant Wrinkle Release, Odor Eliminator and Fabric Refresher Spray (9.7 Fl Oz, Pack of 1)", "asin": "B0851K6YJD", "price": "$5.68", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair", "asin": "B01BLPBOS4", "price": "$29.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "iFixit Anti-Static Wrist Strap (Adjustable up to Size XL) - ESD Grounding Wristband", "asin": "B00B2T9C8Y", "price": "$7.95", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Full Circle Home Full Circle Loads of Fun Anti-Static Dryer, Set of 3 \u2013 Quiet, Scent-Free and Hypoallergenic Reusable Fabric Softener Laundry Balls \u2013 Non Toxic and Vegan, Gray 3 Count", "asin": "B09SVDN7YM", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Kaisi Large Anti Static Mat with Grounding Accessories,Heat Resistant Silicone Soldering Mat,Magnetic Work ESD Pad for pc Building, Electronics, Laptop, Cellphone Repair Soldering 21.6\" x 16.9\"", "asin": "B0DLSS3B2P", "price": "$32.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "iFixit Anti-Clamp Opening Tool for Phones and Tablets", "asin": "B0CL6WLBJL", "price": "$24.95", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Premium Anti-Static Copper Tinsel - Efficient Static Elimination for Workspace Applications", "asin": "B00C0VN9GY", "price": "$48.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "JDL ESD Work Gloves, Anti-Static Gloves for PC Building, 12 pairs, Computer Installation & Repair, High Resistance Carbon Fiber Gloves, Large", "asin": "B09XXN73PY", "price": "$22.99", "delivery": "FREE delivery Apr 30 - Jun 1 for Prime members"},
{"title": "Bounce Anti Static Spray, 3 in 1 Anti Static & Instant Wrinkle Release, Odor Eliminator & Fabric Refresher, Rapid Touch Travel Spray (3 Oz, Pack of 1)", "asin": "B092JSWZ4V", "price": "$6.05", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Coitak 4-Piece Static Electricity Remover Keychain - Human & Car Static Eliminator", "asin": "B0CT5L34DG", "price": "$8.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "SWEETHOMEDECO 4 Packs Car Static Human Body Static Eliminator Discharger, Silver Tone High Voltage Anti-Static Keychain ESD Tool Sets, Charger 1811", "asin": "B0792VB871", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "ESD Adjustable One Size Fits All Anti Static Heel Grounder Straps Single Piece Perfect for Grounding and Protecting Electronics Against Electric Shock - 1 Piece", "asin": "B0849ZDS2K", "price": "$7.25", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Vastar ESD Anti-Static Wrist Strap Components, Blue", "asin": "B01DM0E7BM", "price": "$5.47", "delivery": " Two-Day FREE delivery Sun, Apr 6 Only 18 left in stock - order soon."},
{"title": "iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit", "asin": "B01GF0KV6G", "price": "$74.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\u201d x 12\u201d Grey", "asin": "B07X7VL7VR", "price": "$18.89", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Bounce Anti Static Spray, 3 in 1 Instant Anti Static Spray & Instant Wrinkle Release, Odor Eliminator & Fabric Refresher, Travel Size (3 Oz,Pack of 3)", "asin": "B0BGQXQL3G", "price": "$9.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Endust for Electronics Multi-Surface Anti-Static Wipes (259000), 70-Count, one color (END259000)", "asin": "B002864OOM", "price": "$9.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Bounce Rapid Touch-Up 3 in 1 Wrinkle Releaser Clothing Spray, Fabric Refresher, Odor Eliminator & Anti Static, 9.7 ounces (Pack of 2)", "asin": "B0CTPK2X8B", "price": "$17.58", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Static Guard Fabric Spray, Original Scent, 5.5 Ounce Can", "asin": "B0013IRBG4", "price": "$12.97", "delivery": " FREE delivery Today 5 AM - 7 AM on orders over $100"},
{"title": "Sprayway SW956R Residue-Free Anti-Static Spray, Reduce Static Cling, Eliminate Static Shock, 6 Oz", "asin": "B07K1W8GQ1", "price": "$15.20", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Rosewill Anti Static Wrist Strap Band, ESD Strap Anti Shock Wristband Bracelet with Grounding Wire Alligator Clip, Detachable Extra Long Cord (Packaging May Vary) - RTK-002", "asin": "B004N8ZQKY", "price": "$4.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Anti Static Wrist Strap,Adjustable Silicone Anti Static Bracelet,Lightweight Anion Bracelet,Eliminate Body Static Wireless Bracelet,Anti Static Wireless Bracelet Anti Static Wrist Strap Bracelet", "asin": "B0DGT3MRZL", "price": "$15.00", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Milty 5036694022153 Zerostat 3 Anti-Static Gun, Blue", "asin": "B0033SHDSS", "price": "$105.53", "delivery": "FREE delivery Wed, Apr 9 for Prime members Only 20 left in stock - order soon."},
{"title": "Static Guard Fabric Spray, Fresh Linen Scent, 5.5 Ounce Can", "asin": "B07FCSZ9GB", "price": "$5.22", "delivery": "FREE delivery Thu, Apr 10 for Prime members"},
{"title": "Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\u201d x 12\u201d Grey", "asin": "B07X7VL7VR", "price": "$18.89", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Ranger Anti-Static Pouch, White", "asin": "B07CWGDHBQ", "price": "$7.75", "delivery": " Two-Day FREE delivery Sun, Apr 6 Only 14 left in stock - order soon."},
{"title": "Static Remover, Pack of 4 - No More Cling Static Spray, Eliminates Static Cling, Anti-Static Spray for Clothes, Furniture & Car - Static Free Spray, Controls Pet Hair (6 oz.)", "asin": "B01A6KXBYU", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 14"},
{"title": "6 Pcs Balance Bracelet for Women Men Magnetic Anti Static Stainless Steel Vertigo Bracelet Antistatic Wrist Band Sports Silicone Wrist Band for Unisex, 6 Colors", "asin": "B0BGXPFF6Q", "price": "$22.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Static Blok Anti-Static Spray for Hair - Instantly Eliminate Static Cling, Shocks, Flyaways- Long-Lasting All-Day Freshness - works on Natural and Synthetic Wigs - 2oz Travel Size", "asin": "B0BKRKFM71", "price": "$9.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Static Blok Anti-Static Spray for Clothes - Instantly Eliminate Static Cling, Flyaways, and Shocks from Clothes, Fabrics, Linens, Blankets & Rugs- All-Natural Formula - Lasts All Day- 2oz Travel Size", "asin": "B0BKRN312P", "price": "$9.99", "delivery": "$5 delivery Mon, Apr 14"},
{"title": "ACL Staticide 2002 Regular Heavy Duty Topical Anti-Stat, 1 Gallon Bottle Refill", "asin": "B00BR55ZBG", "price": "$65.48", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "1Pc Blue Car Static Human Body Static Eliminator Discharger Anti-Static Keychain ESD Tool Car Static Electricity Releaser, Eliminator Discharge Remover ESD Keyring, Car Keychains Car Accessories", "asin": "B0CQF9J9MS", "price": "$4.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Anti Static Wrist Strap with grounding Wire ESD Anti Static Wristband Adjustable Coiled Cord Anti Shock Wristband (4)", "asin": "B0B6FLHRT2", "price": "$7.46", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Anti-Static Laundry Scenting Spray with Essential Oils (Lavender, Lemon, Orange) (Lavender)", "asin": "B09FCV1MD4", "price": "$14.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Anti Static Wrist Strap,Adjustable Anti Static Wristband Improve Sleep,Balance Winter Electrostatic Removal Bracelet Elimination Discharge for Men and Woman 2Pack", "asin": "B0DFCPB464", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Grounded Outlet Plug, Anti-Static Wrist Strap (Adjustable up to Size XL) and Grounding Cord, Earth Connection | ESD Safe for Computer, PC Building Eelectronics", "asin": "B0BVVJJQYL", "price": "$10.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "3PCS Precision Tweezers Set, Upgraded Anti-Static Stainless Steel of Tweezers, for Electronics, Soldering, Laboratory Work, Jewelry-Making, Model, Craft", "asin": "B0BNNGC3Q2", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Downy Wrinkle Releaser Spray All In One Wrinkle Release Spray Travel Size, Odor Eliminator, Static Remover Fabric Refresher & Ironing Aid for Clothes 3 Fl Oz (Pack of 2), Crisp Linen Scent", "asin": "B07ZG4D84D", "price": "$7.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Anti Static Eliminator, 14 oz. can, 1 count", "asin": "B000TWM3IQ", "price": "$17.02", "delivery": "FREE delivery Apr 12 - 18 for Prime members"},
{"title": "Downy Wrinkle Releaser Spray | All In One Wrinkle Release Spray, Odor Eliminator, Static Remover | Fabric Refresher & Ironing Aid for Clothes | 9.7 Fl Oz (Pack of 2), Fresh Scent", "asin": "B0CW2D5JV6", "price": "$11.96", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Anti Static Wrist Straps - 3 Pack - Reusable Anti-Static Wrist Straps Equipped with Grounding Wire and Alligator Clip - Enables You to Ground Yourself", "asin": "B017164JHA", "price": "$7.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Adjustable One Size Fits All Anti Static 1M Ohm ESD Reusable Foot Heel Straps Premium Quality Perfect for Grounding, Removing Static, Protecting Electronics Against Electric Shock - Blue - 2 Pieces", "asin": "B07NQX482L", "price": "$11.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Anti Static Wrist Strap, 11\" Adjustable Antistatic Wrist Band with Alligator Clip and 9.8 ft Long PU Cable, Fits Wrist Size 6\" to 8.5\", Perfect for PC Building and Electronics Repair", "asin": "B0DSKD9747", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Dioche Anti Static Bracelet Eliminate Body Static Silicone Wristband Winter Antistatic Bracelet for Laboratory Personnel, Factory Workers(Black)", "asin": "B0BF9SCZFY", "price": "$17.89", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "uxcell Anti-Static Static Discharge Keychain Static Discharge Remover Blue", "asin": "B00AKXG9LG", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Only 17 left in stock - order soon."},
{"title": "uxcell Anti-Static Keychain Static remove Discharge Blue Silver Tone", "asin": "B008SAX4VQ", "price": "$12.39", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Redken Frizz Dismiss Anti-Static Oil Mist | For All Hair Types | Tames Flyaways & Unwanted Static | With Babassu Oil | Sulfate Free", "asin": "B07NPLJ63V", "price": "$36.00", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Kingwin Anti-Static Cordless Wrist Strap, Protect Your PC from Static Electricity. Adjustable Strap Fits Your Wrist Comfortably, Ground Yourself when Working on Sensitive Electronics", "asin": "B007WME22G", "price": "$6.88", "delivery": " Two-Day FREE delivery Sun, Apr 6 Only 3 left in stock - order soon."},
{"title": "HRX Package 20pcs Large Premium Anti Static Bags with Antistatic Sticker, 12 X 16 inches Open Top ESD Shielding Anti-Static Bag for Motherboard SSD HDD Laptop Electronic Components", "asin": "B07FSD9MB9", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Diamond Screen Shine Advanced Nanotechnology Screen Cleaning Spray for Crystal Clear Screens - Safe for All Devices - Streak-Free Formula - Easy to Use - Anti-Static for Future Clean (8oz-2pack)", "asin": "B0BXZ6J4Z7", "price": "$19.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Anti Static Wrist Strap,Adjustable Anti Static Wristband Improve Sleep,Silicone Static Strap Balance Energy Waterproof Anti-Static Wrist Strap Static Bracelets,Anti-Static Bracelet", "asin": "B0BL7361JX", "price": "$14.99", "delivery": "FREE delivery Apr 15 - 24 for Prime members"},
{"title": "Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 240 Count", "asin": "B003FULBQ4", "price": "$8.24", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Anti Static Wristband, Anti Static Wrist Strap Automatic Static Eliminator Wristband Electrostatic Removal Bracelet Anti Static Bracelet Silicone Wrist Strap for Men Women or Elder", "asin": "B0B6VVKZL4", "price": "$19.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:17:31.484Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:17:31.484Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:17:31.484Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 719,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"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\": \"anti static\"}],\n\"cart_items\": [{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair\", \"asin\": \"B01BLPBOS4\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Anti Static Mat Includes ESD Wristband and Grounding Wire and Grounding Plug for Electronics Repair, Premium Heat Resistant ESD Safe Soldering Mat (17.7\\\" x 13.6\\\")\", \"asin\": \"B0BP7FRNL4\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"Kaisi Large Anti Static Mat with Grounding Accessories,Heat Resistant Silicone Soldering Mat,Magnetic Work ESD Pad for pc Building, Electronics, Laptop, Cellphone Repair Soldering 21.6\\\" x 16.9\\\"\", \"asin\": \"B0DLSS3B2P\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"iFixit Anti-Static Wrist Strap (Adjustable up to Size XL) - ESD Grounding Wristband\", \"asin\": \"B00B2T9C8Y\", \"price\": \"$7.95\", \"quantity\": \"\"},\n{\"title\": \"Premium Anti-Static Copper Tinsel - Efficient Static Elimination for Workspace Applications\", \"asin\": \"B00C0VN9GY\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair\", \"asin\": \"B01BLPBOS4\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"iFixit Anti-Static Wrist Strap (Adjustable up to Size XL) - ESD Grounding Wristband\", \"asin\": \"B00B2T9C8Y\", \"price\": \"$7.95\", \"quantity\": \"\"},\n{\"title\": \"Anti Static Mat Includes ESD Wristband and Grounding Wire and Grounding Plug for Electronics Repair, Premium Heat Resistant ESD Safe Soldering Mat (17.7\\\" x 13.6\\\")\", \"asin\": \"B0BP7FRNL4\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Anti Static Wrist Strap, 11\\\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair\", \"asin\": \"B0BF5JKZ2F\", \"price\": \"$5.29\", \"quantity\": \"\"},\n{\"title\": \"Vastar ESD Anti-Static Wrist Strap Components, Blue\", \"asin\": \"B01DM0E7BM\", \"price\": \"$5.47\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Hanchen Ionizing Air Blower New DC Type Anti Static Ionizer Electro-Static Discharge Ionizer Static Fan Electrostatic Elimination Discharge Static Ionizer\", \"asin\": \"B08DV2BGK8\"},\n{\"title\": \"Ionizing Air Blower\", \"asin\": \"B07QN2K37Y\"},\n{\"title\": \"Human Body ESD Eliminator\", \"asin\": \"B07S9K5P1G\"},\n{\"title\": \"Electrostatic Eliminator\", \"asin\": \"B07QJVXQMB\"}],\n\"search_results\": [{\"title\": \"iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair\", \"asin\": \"B01BLPBOS4\", \"price\": \"$29.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Anti Static Wrist Strap, 11\\\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair\", \"asin\": \"B0BF5JKZ2F\", \"price\": \"$5.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"iFixit Anti-Static Wrist Strap (Adjustable up to Size XL) - ESD Grounding Wristband\", \"asin\": \"B00B2T9C8Y\", \"price\": \"$7.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Anti Static Mat Includes ESD Wristband and Grounding Wire and Grounding Plug for Electronics Repair, Premium Heat Resistant ESD Safe Soldering Mat (17.7\\\" x 13.6\\\")\", \"asin\": \"B0BP7FRNL4\", \"price\": \"$23.39\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Premium Heat Resistant 932\\u00b0F 20.7\\\" x 13.4\\\" Magnetic Anti-Static Mat with Grounding Accessories, HPFIX ESD Safe Electronics Work Mat for Computer Cell Phone Laptop Repair\", \"asin\": \"B0D2LL5V4R\", \"price\": \"$28.89\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Anti Static Wrist Strap, 11\\\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\\\" to 8.5\\\". [Regular Size]\", \"asin\": \"B08CXQN86W\", \"price\": \"$5.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"STREBITO Anti Static Wrist Strap, 11\\\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair\", \"asin\": \"B0BF5JKZ2F\", \"price\": \"$5.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Bounce Anti Static Spray, 3 in 1 Instant Anti Static Spray & Instant Wrinkle Release, Odor Eliminator and Fabric Refresher Spray (9.7 Fl Oz, Pack of 1)\", \"asin\": \"B0851K6YJD\", \"price\": \"$5.68\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair\", \"asin\": \"B01BLPBOS4\", \"price\": \"$29.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Anti-Static Wrist Strap (Adjustable up to Size XL) - ESD Grounding Wristband\", \"asin\": \"B00B2T9C8Y\", \"price\": \"$7.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Full Circle Home Full Circle Loads of Fun Anti-Static Dryer, Set of 3 \\u2013 Quiet, Scent-Free and Hypoallergenic Reusable Fabric Softener Laundry Balls \\u2013 Non Toxic and Vegan, Gray 3 Count\", \"asin\": \"B09SVDN7YM\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Kaisi Large Anti Static Mat with Grounding Accessories,Heat Resistant Silicone Soldering Mat,Magnetic Work ESD Pad for pc Building, Electronics, Laptop, Cellphone Repair Soldering 21.6\\\" x 16.9\\\"\", \"asin\": \"B0DLSS3B2P\", \"price\": \"$32.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Anti-Clamp Opening Tool for Phones and Tablets\", \"asin\": \"B0CL6WLBJL\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Premium Anti-Static Copper Tinsel - Efficient Static Elimination for Workspace Applications\", \"asin\": \"B00C0VN9GY\", \"price\": \"$48.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"JDL ESD Work Gloves, Anti-Static Gloves for PC Building, 12 pairs, Computer Installation & Repair, High Resistance Carbon Fiber Gloves, Large\", \"asin\": \"B09XXN73PY\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Apr 30 - Jun 1 for Prime members\"},\n{\"title\": \"Bounce Anti Static Spray, 3 in 1 Anti Static & Instant Wrinkle Release, Odor Eliminator & Fabric Refresher, Rapid Touch Travel Spray (3 Oz, Pack of 1)\", \"asin\": \"B092JSWZ4V\", \"price\": \"$6.05\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Coitak 4-Piece Static Electricity Remover Keychain - Human & Car Static Eliminator\", \"asin\": \"B0CT5L34DG\", \"price\": \"$8.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SWEETHOMEDECO 4 Packs Car Static Human Body Static Eliminator Discharger, Silver Tone High Voltage Anti-Static Keychain ESD Tool Sets, Charger 1811\", \"asin\": \"B0792VB871\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"ESD Adjustable One Size Fits All Anti Static Heel Grounder Straps Single Piece Perfect for Grounding and Protecting Electronics Against Electric Shock - 1 Piece\", \"asin\": \"B0849ZDS2K\", \"price\": \"$7.25\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Vastar ESD Anti-Static Wrist Strap Components, Blue\", \"asin\": \"B01DM0E7BM\", \"price\": \"$5.47\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 18 left in stock - order soon.\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\\u201d x 12\\u201d Grey\", \"asin\": \"B07X7VL7VR\", \"price\": \"$18.89\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Bounce Anti Static Spray, 3 in 1 Instant Anti Static Spray & Instant Wrinkle Release, Odor Eliminator & Fabric Refresher, Travel Size (3 Oz,Pack of 3)\", \"asin\": \"B0BGQXQL3G\", \"price\": \"$9.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Endust for Electronics Multi-Surface Anti-Static Wipes (259000), 70-Count, one color (END259000)\", \"asin\": \"B002864OOM\", \"price\": \"$9.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Bounce Rapid Touch-Up 3 in 1 Wrinkle Releaser Clothing Spray, Fabric Refresher, Odor Eliminator & Anti Static, 9.7 ounces (Pack of 2)\", \"asin\": \"B0CTPK2X8B\", \"price\": \"$17.58\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Static Guard Fabric Spray, Original Scent, 5.5 Ounce Can\", \"asin\": \"B0013IRBG4\", \"price\": \"$12.97\", \"delivery\": \" FREE delivery Today 5 AM - 7 AM on orders over $100\"},\n{\"title\": \"Sprayway SW956R Residue-Free Anti-Static Spray, Reduce Static Cling, Eliminate Static Shock, 6 Oz\", \"asin\": \"B07K1W8GQ1\", \"price\": \"$15.20\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Rosewill Anti Static Wrist Strap Band, ESD Strap Anti Shock Wristband Bracelet with Grounding Wire Alligator Clip, Detachable Extra Long Cord (Packaging May Vary) - RTK-002\", \"asin\": \"B004N8ZQKY\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Anti Static Wrist Strap,Adjustable Silicone Anti Static Bracelet,Lightweight Anion Bracelet,Eliminate Body Static Wireless Bracelet,Anti Static Wireless Bracelet Anti Static Wrist Strap Bracelet\", \"asin\": \"B0DGT3MRZL\", \"price\": \"$15.00\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Milty 5036694022153 Zerostat 3 Anti-Static Gun, Blue\", \"asin\": \"B0033SHDSS\", \"price\": \"$105.53\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members Only 20 left in stock - order soon.\"},\n{\"title\": \"Static Guard Fabric Spray, Fresh Linen Scent, 5.5 Ounce Can\", \"asin\": \"B07FCSZ9GB\", \"price\": \"$5.22\", \"delivery\": \"FREE delivery Thu, Apr 10 for Prime members\"},\n{\"title\": \"Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\\u201d x 12\\u201d Grey\", \"asin\": \"B07X7VL7VR\", \"price\": \"$18.89\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Ranger Anti-Static Pouch, White\", \"asin\": \"B07CWGDHBQ\", \"price\": \"$7.75\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 14 left in stock - order soon.\"},\n{\"title\": \"Static Remover, Pack of 4 - No More Cling Static Spray, Eliminates Static Cling, Anti-Static Spray for Clothes, Furniture & Car - Static Free Spray, Controls Pet Hair (6 oz.)\", \"asin\": \"B01A6KXBYU\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"6 Pcs Balance Bracelet for Women Men Magnetic Anti Static Stainless Steel Vertigo Bracelet Antistatic Wrist Band Sports Silicone Wrist Band for Unisex, 6 Colors\", \"asin\": \"B0BGXPFF6Q\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Static Blok Anti-Static Spray for Hair - Instantly Eliminate Static Cling, Shocks, Flyaways- Long-Lasting All-Day Freshness - works on Natural and Synthetic Wigs - 2oz Travel Size\", \"asin\": \"B0BKRKFM71\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Static Blok Anti-Static Spray for Clothes - Instantly Eliminate Static Cling, Flyaways, and Shocks from Clothes, Fabrics, Linens, Blankets & Rugs- All-Natural Formula - Lasts All Day- 2oz Travel Size\", \"asin\": \"B0BKRN312P\", \"price\": \"$9.99\", \"delivery\": \"$5 delivery Mon, Apr 14\"},\n{\"title\": \"ACL Staticide 2002 Regular Heavy Duty Topical Anti-Stat, 1 Gallon Bottle Refill\", \"asin\": \"B00BR55ZBG\", \"price\": \"$65.48\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"1Pc Blue Car Static Human Body Static Eliminator Discharger Anti-Static Keychain ESD Tool Car Static Electricity Releaser, Eliminator Discharge Remover ESD Keyring, Car Keychains Car Accessories\", \"asin\": \"B0CQF9J9MS\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Anti Static Wrist Strap with grounding Wire ESD Anti Static Wristband Adjustable Coiled Cord Anti Shock Wristband (4)\", \"asin\": \"B0B6FLHRT2\", \"price\": \"$7.46\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Anti-Static Laundry Scenting Spray with Essential Oils (Lavender, Lemon, Orange) (Lavender)\", \"asin\": \"B09FCV1MD4\", \"price\": \"$14.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anti Static Wrist Strap,Adjustable Anti Static Wristband Improve Sleep,Balance Winter Electrostatic Removal Bracelet Elimination Discharge for Men and Woman 2Pack\", \"asin\": \"B0DFCPB464\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Grounded Outlet Plug, Anti-Static Wrist Strap (Adjustable up to Size XL) and Grounding Cord, Earth Connection | ESD Safe for Computer, PC Building Eelectronics\", \"asin\": \"B0BVVJJQYL\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3PCS Precision Tweezers Set, Upgraded Anti-Static Stainless Steel of Tweezers, for Electronics, Soldering, Laboratory Work, Jewelry-Making, Model, Craft\", \"asin\": \"B0BNNGC3Q2\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Downy Wrinkle Releaser Spray All In One Wrinkle Release Spray Travel Size, Odor Eliminator, Static Remover Fabric Refresher & Ironing Aid for Clothes 3 Fl Oz (Pack of 2), Crisp Linen Scent\", \"asin\": \"B07ZG4D84D\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Anti Static Eliminator, 14 oz. can, 1 count\", \"asin\": \"B000TWM3IQ\", \"price\": \"$17.02\", \"delivery\": \"FREE delivery Apr 12 - 18 for Prime members\"},\n{\"title\": \"Downy Wrinkle Releaser Spray | All In One Wrinkle Release Spray, Odor Eliminator, Static Remover | Fabric Refresher & Ironing Aid for Clothes | 9.7 Fl Oz (Pack of 2), Fresh Scent\", \"asin\": \"B0CW2D5JV6\", \"price\": \"$11.96\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anti Static Wrist Straps - 3 Pack - Reusable Anti-Static Wrist Straps Equipped with Grounding Wire and Alligator Clip - Enables You to Ground Yourself\", \"asin\": \"B017164JHA\", \"price\": \"$7.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Adjustable One Size Fits All Anti Static 1M Ohm ESD Reusable Foot Heel Straps Premium Quality Perfect for Grounding, Removing Static, Protecting Electronics Against Electric Shock - Blue - 2 Pieces\", \"asin\": \"B07NQX482L\", \"price\": \"$11.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anti Static Wrist Strap, 11\\\" Adjustable Antistatic Wrist Band with Alligator Clip and 9.8 ft Long PU Cable, Fits Wrist Size 6\\\" to 8.5\\\", Perfect for PC Building and Electronics Repair\", \"asin\": \"B0DSKD9747\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Dioche Anti Static Bracelet Eliminate Body Static Silicone Wristband Winter Antistatic Bracelet for Laboratory Personnel, Factory Workers(Black)\", \"asin\": \"B0BF9SCZFY\", \"price\": \"$17.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"uxcell Anti-Static Static Discharge Keychain Static Discharge Remover Blue\", \"asin\": \"B00AKXG9LG\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Only 17 left in stock - order soon.\"},\n{\"title\": \"uxcell Anti-Static Keychain Static remove Discharge Blue Silver Tone\", \"asin\": \"B008SAX4VQ\", \"price\": \"$12.39\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Redken Frizz Dismiss Anti-Static Oil Mist | For All Hair Types | Tames Flyaways & Unwanted Static | With Babassu Oil | Sulfate Free\", \"asin\": \"B07NPLJ63V\", \"price\": \"$36.00\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Kingwin Anti-Static Cordless Wrist Strap, Protect Your PC from Static Electricity. Adjustable Strap Fits Your Wrist Comfortably, Ground Yourself when Working on Sensitive Electronics\", \"asin\": \"B007WME22G\", \"price\": \"$6.88\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 3 left in stock - order soon.\"},\n{\"title\": \"HRX Package 20pcs Large Premium Anti Static Bags with Antistatic Sticker, 12 X 16 inches Open Top ESD Shielding Anti-Static Bag for Motherboard SSD HDD Laptop Electronic Components\", \"asin\": \"B07FSD9MB9\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Diamond Screen Shine Advanced Nanotechnology Screen Cleaning Spray for Crystal Clear Screens - Safe for All Devices - Streak-Free Formula - Easy to Use - Anti-Static for Future Clean (8oz-2pack)\", \"asin\": \"B0BXZ6J4Z7\", \"price\": \"$19.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anti Static Wrist Strap,Adjustable Anti Static Wristband Improve Sleep,Silicone Static Strap Balance Energy Waterproof Anti-Static Wrist Strap Static Bracelets,Anti-Static Bracelet\", \"asin\": \"B0BL7361JX\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 15 - 24 for Prime members\"},\n{\"title\": \"Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 240 Count\", \"asin\": \"B003FULBQ4\", \"price\": \"$8.24\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anti Static Wristband, Anti Static Wrist Strap Automatic Static Eliminator Wristband Electrostatic Removal Bracelet Anti Static Bracelet Silicone Wrist Strap for Men Women or Elder\", \"asin\": \"B0B6VVKZL4\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:17:31.484Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"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\": \"anti static glove\"}],\n\"cart_items\": [{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair\", \"asin\": \"B01BLPBOS4\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Anti Static Mat Includes ESD Wristband and Grounding Wire and Grounding Plug for Electronics Repair, Premium Heat Resistant ESD Safe Soldering Mat (17.7\\\" x 13.6\\\")\", \"asin\": \"B0BP7FRNL4\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"Kaisi Large Anti Static Mat with Grounding Accessories,Heat Resistant Silicone Soldering Mat,Magnetic Work ESD Pad for pc Building, Electronics, Laptop, Cellphone Repair Soldering 21.6\\\" x 16.9\\\"\", \"asin\": \"B0DLSS3B2P\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"iFixit Anti-Static Wrist Strap (Adjustable up to Size XL) - ESD Grounding Wristband\", \"asin\": \"B00B2T9C8Y\", \"price\": \"$7.95\", \"quantity\": \"\"},\n{\"title\": \"Premium Anti-Static Copper Tinsel - Efficient Static Elimination for Workspace Applications\", \"asin\": \"B00C0VN9GY\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair\", \"asin\": \"B01BLPBOS4\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"iFixit Anti-Static Wrist Strap (Adjustable up to Size XL) - ESD Grounding Wristband\", \"asin\": \"B00B2T9C8Y\", \"price\": \"$7.95\", \"quantity\": \"\"},\n{\"title\": \"Anti Static Mat Includes ESD Wristband and Grounding Wire and Grounding Plug for Electronics Repair, Premium Heat Resistant ESD Safe Soldering Mat (17.7\\\" x 13.6\\\")\", \"asin\": \"B0BP7FRNL4\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Anti Static Wrist Strap, 11\\\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair\", \"asin\": \"B0BF5JKZ2F\", \"price\": \"$5.29\", \"quantity\": \"\"},\n{\"title\": \"Vastar ESD Anti-Static Wrist Strap Components, Blue\", \"asin\": \"B01DM0E7BM\", \"price\": \"$5.47\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Hanchen Ionizing Air Blower New DC Type Anti Static Ionizer Electro-Static Discharge Ionizer Static Fan Electrostatic Elimination Discharge Static Ionizer\", \"asin\": \"B08DV2BGK8\"},\n{\"title\": \"Ionizing Air Blower\", \"asin\": \"B07QN2K37Y\"},\n{\"title\": \"Human Body ESD Eliminator\", \"asin\": \"B07S9K5P1G\"},\n{\"title\": \"Electrostatic Eliminator\", \"asin\": \"B07QJVXQMB\"}],\n\"search_results\": [{\"title\": \"iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair\", \"asin\": \"B01BLPBOS4\", \"price\": \"$29.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Anti Static Wrist Strap, 11\\\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair\", \"asin\": \"B0BF5JKZ2F\", \"price\": \"$5.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"iFixit Anti-Static Wrist Strap (Adjustable up to Size XL) - ESD Grounding Wristband\", \"asin\": \"B00B2T9C8Y\", \"price\": \"$7.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Anti Static Mat Includes ESD Wristband and Grounding Wire and Grounding Plug for Electronics Repair, Premium Heat Resistant ESD Safe Soldering Mat (17.7\\\" x 13.6\\\")\", \"asin\": \"B0BP7FRNL4\", \"price\": \"$23.39\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Premium Heat Resistant 932\\u00b0F 20.7\\\" x 13.4\\\" Magnetic Anti-Static Mat with Grounding Accessories, HPFIX ESD Safe Electronics Work Mat for Computer Cell Phone Laptop Repair\", \"asin\": \"B0D2LL5V4R\", \"price\": \"$28.89\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Anti Static Wrist Strap, 11\\\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\\\" to 8.5\\\". [Regular Size]\", \"asin\": \"B08CXQN86W\", \"price\": \"$5.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"STREBITO Anti Static Wrist Strap, 11\\\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair\", \"asin\": \"B0BF5JKZ2F\", \"price\": \"$5.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Bounce Anti Static Spray, 3 in 1 Instant Anti Static Spray & Instant Wrinkle Release, Odor Eliminator and Fabric Refresher Spray (9.7 Fl Oz, Pack of 1)\", \"asin\": \"B0851K6YJD\", \"price\": \"$5.68\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair\", \"asin\": \"B01BLPBOS4\", \"price\": \"$29.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Anti-Static Wrist Strap (Adjustable up to Size XL) - ESD Grounding Wristband\", \"asin\": \"B00B2T9C8Y\", \"price\": \"$7.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Full Circle Home Full Circle Loads of Fun Anti-Static Dryer, Set of 3 \\u2013 Quiet, Scent-Free and Hypoallergenic Reusable Fabric Softener Laundry Balls \\u2013 Non Toxic and Vegan, Gray 3 Count\", \"asin\": \"B09SVDN7YM\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Kaisi Large Anti Static Mat with Grounding Accessories,Heat Resistant Silicone Soldering Mat,Magnetic Work ESD Pad for pc Building, Electronics, Laptop, Cellphone Repair Soldering 21.6\\\" x 16.9\\\"\", \"asin\": \"B0DLSS3B2P\", \"price\": \"$32.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Anti-Clamp Opening Tool for Phones and Tablets\", \"asin\": \"B0CL6WLBJL\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Premium Anti-Static Copper Tinsel - Efficient Static Elimination for Workspace Applications\", \"asin\": \"B00C0VN9GY\", \"price\": \"$48.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"JDL ESD Work Gloves, Anti-Static Gloves for PC Building, 12 pairs, Computer Installation & Repair, High Resistance Carbon Fiber Gloves, Large\", \"asin\": \"B09XXN73PY\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Apr 30 - Jun 1 for Prime members\"},\n{\"title\": \"Bounce Anti Static Spray, 3 in 1 Anti Static & Instant Wrinkle Release, Odor Eliminator & Fabric Refresher, Rapid Touch Travel Spray (3 Oz, Pack of 1)\", \"asin\": \"B092JSWZ4V\", \"price\": \"$6.05\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Coitak 4-Piece Static Electricity Remover Keychain - Human & Car Static Eliminator\", \"asin\": \"B0CT5L34DG\", \"price\": \"$8.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SWEETHOMEDECO 4 Packs Car Static Human Body Static Eliminator Discharger, Silver Tone High Voltage Anti-Static Keychain ESD Tool Sets, Charger 1811\", \"asin\": \"B0792VB871\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"ESD Adjustable One Size Fits All Anti Static Heel Grounder Straps Single Piece Perfect for Grounding and Protecting Electronics Against Electric Shock - 1 Piece\", \"asin\": \"B0849ZDS2K\", \"price\": \"$7.25\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Vastar ESD Anti-Static Wrist Strap Components, Blue\", \"asin\": \"B01DM0E7BM\", \"price\": \"$5.47\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 18 left in stock - order soon.\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\\u201d x 12\\u201d Grey\", \"asin\": \"B07X7VL7VR\", \"price\": \"$18.89\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Bounce Anti Static Spray, 3 in 1 Instant Anti Static Spray & Instant Wrinkle Release, Odor Eliminator & Fabric Refresher, Travel Size (3 Oz,Pack of 3)\", \"asin\": \"B0BGQXQL3G\", \"price\": \"$9.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Endust for Electronics Multi-Surface Anti-Static Wipes (259000), 70-Count, one color (END259000)\", \"asin\": \"B002864OOM\", \"price\": \"$9.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Bounce Rapid Touch-Up 3 in 1 Wrinkle Releaser Clothing Spray, Fabric Refresher, Odor Eliminator & Anti Static, 9.7 ounces (Pack of 2)\", \"asin\": \"B0CTPK2X8B\", \"price\": \"$17.58\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Static Guard Fabric Spray, Original Scent, 5.5 Ounce Can\", \"asin\": \"B0013IRBG4\", \"price\": \"$12.97\", \"delivery\": \" FREE delivery Today 5 AM - 7 AM on orders over $100\"},\n{\"title\": \"Sprayway SW956R Residue-Free Anti-Static Spray, Reduce Static Cling, Eliminate Static Shock, 6 Oz\", \"asin\": \"B07K1W8GQ1\", \"price\": \"$15.20\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Rosewill Anti Static Wrist Strap Band, ESD Strap Anti Shock Wristband Bracelet with Grounding Wire Alligator Clip, Detachable Extra Long Cord (Packaging May Vary) - RTK-002\", \"asin\": \"B004N8ZQKY\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Anti Static Wrist Strap,Adjustable Silicone Anti Static Bracelet,Lightweight Anion Bracelet,Eliminate Body Static Wireless Bracelet,Anti Static Wireless Bracelet Anti Static Wrist Strap Bracelet\", \"asin\": \"B0DGT3MRZL\", \"price\": \"$15.00\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Milty 5036694022153 Zerostat 3 Anti-Static Gun, Blue\", \"asin\": \"B0033SHDSS\", \"price\": \"$105.53\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members Only 20 left in stock - order soon.\"},\n{\"title\": \"Static Guard Fabric Spray, Fresh Linen Scent, 5.5 Ounce Can\", \"asin\": \"B07FCSZ9GB\", \"price\": \"$5.22\", \"delivery\": \"FREE delivery Thu, Apr 10 for Prime members\"},\n{\"title\": \"Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\\u201d x 12\\u201d Grey\", \"asin\": \"B07X7VL7VR\", \"price\": \"$18.89\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Ranger Anti-Static Pouch, White\", \"asin\": \"B07CWGDHBQ\", \"price\": \"$7.75\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 14 left in stock - order soon.\"},\n{\"title\": \"Static Remover, Pack of 4 - No More Cling Static Spray, Eliminates Static Cling, Anti-Static Spray for Clothes, Furniture & Car - Static Free Spray, Controls Pet Hair (6 oz.)\", \"asin\": \"B01A6KXBYU\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"6 Pcs Balance Bracelet for Women Men Magnetic Anti Static Stainless Steel Vertigo Bracelet Antistatic Wrist Band Sports Silicone Wrist Band for Unisex, 6 Colors\", \"asin\": \"B0BGXPFF6Q\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Static Blok Anti-Static Spray for Hair - Instantly Eliminate Static Cling, Shocks, Flyaways- Long-Lasting All-Day Freshness - works on Natural and Synthetic Wigs - 2oz Travel Size\", \"asin\": \"B0BKRKFM71\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Static Blok Anti-Static Spray for Clothes - Instantly Eliminate Static Cling, Flyaways, and Shocks from Clothes, Fabrics, Linens, Blankets & Rugs- All-Natural Formula - Lasts All Day- 2oz Travel Size\", \"asin\": \"B0BKRN312P\", \"price\": \"$9.99\", \"delivery\": \"$5 delivery Mon, Apr 14\"},\n{\"title\": \"ACL Staticide 2002 Regular Heavy Duty Topical Anti-Stat, 1 Gallon Bottle Refill\", \"asin\": \"B00BR55ZBG\", \"price\": \"$65.48\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"1Pc Blue Car Static Human Body Static Eliminator Discharger Anti-Static Keychain ESD Tool Car Static Electricity Releaser, Eliminator Discharge Remover ESD Keyring, Car Keychains Car Accessories\", \"asin\": \"B0CQF9J9MS\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Anti Static Wrist Strap with grounding Wire ESD Anti Static Wristband Adjustable Coiled Cord Anti Shock Wristband (4)\", \"asin\": \"B0B6FLHRT2\", \"price\": \"$7.46\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Anti-Static Laundry Scenting Spray with Essential Oils (Lavender, Lemon, Orange) (Lavender)\", \"asin\": \"B09FCV1MD4\", \"price\": \"$14.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anti Static Wrist Strap,Adjustable Anti Static Wristband Improve Sleep,Balance Winter Electrostatic Removal Bracelet Elimination Discharge for Men and Woman 2Pack\", \"asin\": \"B0DFCPB464\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Grounded Outlet Plug, Anti-Static Wrist Strap (Adjustable up to Size XL) and Grounding Cord, Earth Connection | ESD Safe for Computer, PC Building Eelectronics\", \"asin\": \"B0BVVJJQYL\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3PCS Precision Tweezers Set, Upgraded Anti-Static Stainless Steel of Tweezers, for Electronics, Soldering, Laboratory Work, Jewelry-Making, Model, Craft\", \"asin\": \"B0BNNGC3Q2\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Downy Wrinkle Releaser Spray All In One Wrinkle Release Spray Travel Size, Odor Eliminator, Static Remover Fabric Refresher & Ironing Aid for Clothes 3 Fl Oz (Pack of 2), Crisp Linen Scent\", \"asin\": \"B07ZG4D84D\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Anti Static Eliminator, 14 oz. can, 1 count\", \"asin\": \"B000TWM3IQ\", \"price\": \"$17.02\", \"delivery\": \"FREE delivery Apr 12 - 18 for Prime members\"},\n{\"title\": \"Downy Wrinkle Releaser Spray | All In One Wrinkle Release Spray, Odor Eliminator, Static Remover | Fabric Refresher & Ironing Aid for Clothes | 9.7 Fl Oz (Pack of 2), Fresh Scent\", \"asin\": \"B0CW2D5JV6\", \"price\": \"$11.96\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anti Static Wrist Straps - 3 Pack - Reusable Anti-Static Wrist Straps Equipped with Grounding Wire and Alligator Clip - Enables You to Ground Yourself\", \"asin\": \"B017164JHA\", \"price\": \"$7.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Adjustable One Size Fits All Anti Static 1M Ohm ESD Reusable Foot Heel Straps Premium Quality Perfect for Grounding, Removing Static, Protecting Electronics Against Electric Shock - Blue - 2 Pieces\", \"asin\": \"B07NQX482L\", \"price\": \"$11.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anti Static Wrist Strap, 11\\\" Adjustable Antistatic Wrist Band with Alligator Clip and 9.8 ft Long PU Cable, Fits Wrist Size 6\\\" to 8.5\\\", Perfect for PC Building and Electronics Repair\", \"asin\": \"B0DSKD9747\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Dioche Anti Static Bracelet Eliminate Body Static Silicone Wristband Winter Antistatic Bracelet for Laboratory Personnel, Factory Workers(Black)\", \"asin\": \"B0BF9SCZFY\", \"price\": \"$17.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"uxcell Anti-Static Static Discharge Keychain Static Discharge Remover Blue\", \"asin\": \"B00AKXG9LG\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Only 17 left in stock - order soon.\"},\n{\"title\": \"uxcell Anti-Static Keychain Static remove Discharge Blue Silver Tone\", \"asin\": \"B008SAX4VQ\", \"price\": \"$12.39\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Redken Frizz Dismiss Anti-Static Oil Mist | For All Hair Types | Tames Flyaways & Unwanted Static | With Babassu Oil | Sulfate Free\", \"asin\": \"B07NPLJ63V\", \"price\": \"$36.00\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Kingwin Anti-Static Cordless Wrist Strap, Protect Your PC from Static Electricity. Adjustable Strap Fits Your Wrist Comfortably, Ground Yourself when Working on Sensitive Electronics\", \"asin\": \"B007WME22G\", \"price\": \"$6.88\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 3 left in stock - order soon.\"},\n{\"title\": \"HRX Package 20pcs Large Premium Anti Static Bags with Antistatic Sticker, 12 X 16 inches Open Top ESD Shielding Anti-Static Bag for Motherboard SSD HDD Laptop Electronic Components\", \"asin\": \"B07FSD9MB9\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Diamond Screen Shine Advanced Nanotechnology Screen Cleaning Spray for Crystal Clear Screens - Safe for All Devices - Streak-Free Formula - Easy to Use - Anti-Static for Future Clean (8oz-2pack)\", \"asin\": \"B0BXZ6J4Z7\", \"price\": \"$19.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anti Static Wrist Strap,Adjustable Anti Static Wristband Improve Sleep,Silicone Static Strap Balance Energy Waterproof Anti-Static Wrist Strap Static Bracelets,Anti-Static Bracelet\", \"asin\": \"B0BL7361JX\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 15 - 24 for Prime members\"},\n{\"title\": \"Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 240 Count\", \"asin\": \"B003FULBQ4\", \"price\": \"$8.24\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anti Static Wristband, Anti Static Wrist Strap Automatic Static Eliminator Wristband Electrostatic Removal Bracelet Anti Static Bracelet Silicone Wrist Strap for Men Women or Elder\", \"asin\": \"B0B6VVKZL4\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:17:35.604Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:17:35.604Z
|
click
|
search
|
rule
|
train
| 720 |
2025-04-05T05:17:35.604Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "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": "anti static glove"}],
"cart_items": [{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"promotion_items": [{"title": "iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair", "asin": "B01BLPBOS4", "price": "$29.95", "quantity": ""},
{"title": "Anti Static Mat Includes ESD Wristband and Grounding Wire and Grounding Plug for Electronics Repair, Premium Heat Resistant ESD Safe Soldering Mat (17.7\" x 13.6\")", "asin": "B0BP7FRNL4", "price": "$23.39", "quantity": ""},
{"title": "Kaisi Large Anti Static Mat with Grounding Accessories,Heat Resistant Silicone Soldering Mat,Magnetic Work ESD Pad for pc Building, Electronics, Laptop, Cellphone Repair Soldering 21.6\" x 16.9\"", "asin": "B0DLSS3B2P", "price": "$32.99", "quantity": ""},
{"title": "iFixit Anti-Static Wrist Strap (Adjustable up to Size XL) - ESD Grounding Wristband", "asin": "B00B2T9C8Y", "price": "$7.95", "quantity": ""},
{"title": "Premium Anti-Static Copper Tinsel - Efficient Static Elimination for Workspace Applications", "asin": "B00C0VN9GY", "price": "$48.99", "quantity": ""},
{"title": "iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair", "asin": "B01BLPBOS4", "price": "$29.95", "quantity": ""},
{"title": "iFixit Anti-Static Wrist Strap (Adjustable up to Size XL) - ESD Grounding Wristband", "asin": "B00B2T9C8Y", "price": "$7.95", "quantity": ""},
{"title": "Anti Static Mat Includes ESD Wristband and Grounding Wire and Grounding Plug for Electronics Repair, Premium Heat Resistant ESD Safe Soldering Mat (17.7\" x 13.6\")", "asin": "B0BP7FRNL4", "price": "$23.39", "quantity": ""},
{"title": "STREBITO Anti Static Wrist Strap, 11\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair", "asin": "B0BF5JKZ2F", "price": "$5.29", "quantity": ""},
{"title": "Vastar ESD Anti-Static Wrist Strap Components, Blue", "asin": "B01DM0E7BM", "price": "$5.47", "quantity": ""}],
"ads": [{"title": "Hanchen Ionizing Air Blower New DC Type Anti Static Ionizer Electro-Static Discharge Ionizer Static Fan Electrostatic Elimination Discharge Static Ionizer", "asin": "B08DV2BGK8"},
{"title": "Ionizing Air Blower", "asin": "B07QN2K37Y"},
{"title": "Human Body ESD Eliminator", "asin": "B07S9K5P1G"},
{"title": "Electrostatic Eliminator", "asin": "B07QJVXQMB"}],
"search_results": [{"title": "iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair", "asin": "B01BLPBOS4", "price": "$29.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "STREBITO Anti Static Wrist Strap, 11\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair", "asin": "B0BF5JKZ2F", "price": "$5.29", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "iFixit Anti-Static Wrist Strap (Adjustable up to Size XL) - ESD Grounding Wristband", "asin": "B00B2T9C8Y", "price": "$7.95", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Anti Static Mat Includes ESD Wristband and Grounding Wire and Grounding Plug for Electronics Repair, Premium Heat Resistant ESD Safe Soldering Mat (17.7\" x 13.6\")", "asin": "B0BP7FRNL4", "price": "$23.39", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Premium Heat Resistant 932\u00b0F 20.7\" x 13.4\" Magnetic Anti-Static Mat with Grounding Accessories, HPFIX ESD Safe Electronics Work Mat for Computer Cell Phone Laptop Repair", "asin": "B0D2LL5V4R", "price": "$28.89", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Anti Static Wrist Strap, 11\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\" to 8.5\". [Regular Size]", "asin": "B08CXQN86W", "price": "$5.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "STREBITO Anti Static Wrist Strap, 11\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair", "asin": "B0BF5JKZ2F", "price": "$5.29", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Bounce Anti Static Spray, 3 in 1 Instant Anti Static Spray & Instant Wrinkle Release, Odor Eliminator and Fabric Refresher Spray (9.7 Fl Oz, Pack of 1)", "asin": "B0851K6YJD", "price": "$5.68", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair", "asin": "B01BLPBOS4", "price": "$29.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "iFixit Anti-Static Wrist Strap (Adjustable up to Size XL) - ESD Grounding Wristband", "asin": "B00B2T9C8Y", "price": "$7.95", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Full Circle Home Full Circle Loads of Fun Anti-Static Dryer, Set of 3 \u2013 Quiet, Scent-Free and Hypoallergenic Reusable Fabric Softener Laundry Balls \u2013 Non Toxic and Vegan, Gray 3 Count", "asin": "B09SVDN7YM", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Kaisi Large Anti Static Mat with Grounding Accessories,Heat Resistant Silicone Soldering Mat,Magnetic Work ESD Pad for pc Building, Electronics, Laptop, Cellphone Repair Soldering 21.6\" x 16.9\"", "asin": "B0DLSS3B2P", "price": "$32.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "iFixit Anti-Clamp Opening Tool for Phones and Tablets", "asin": "B0CL6WLBJL", "price": "$24.95", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Premium Anti-Static Copper Tinsel - Efficient Static Elimination for Workspace Applications", "asin": "B00C0VN9GY", "price": "$48.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "JDL ESD Work Gloves, Anti-Static Gloves for PC Building, 12 pairs, Computer Installation & Repair, High Resistance Carbon Fiber Gloves, Large", "asin": "B09XXN73PY", "price": "$22.99", "delivery": "FREE delivery Apr 30 - Jun 1 for Prime members"},
{"title": "Bounce Anti Static Spray, 3 in 1 Anti Static & Instant Wrinkle Release, Odor Eliminator & Fabric Refresher, Rapid Touch Travel Spray (3 Oz, Pack of 1)", "asin": "B092JSWZ4V", "price": "$6.05", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Coitak 4-Piece Static Electricity Remover Keychain - Human & Car Static Eliminator", "asin": "B0CT5L34DG", "price": "$8.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "SWEETHOMEDECO 4 Packs Car Static Human Body Static Eliminator Discharger, Silver Tone High Voltage Anti-Static Keychain ESD Tool Sets, Charger 1811", "asin": "B0792VB871", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "ESD Adjustable One Size Fits All Anti Static Heel Grounder Straps Single Piece Perfect for Grounding and Protecting Electronics Against Electric Shock - 1 Piece", "asin": "B0849ZDS2K", "price": "$7.25", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Vastar ESD Anti-Static Wrist Strap Components, Blue", "asin": "B01DM0E7BM", "price": "$5.47", "delivery": " Two-Day FREE delivery Sun, Apr 6 Only 18 left in stock - order soon."},
{"title": "iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit", "asin": "B01GF0KV6G", "price": "$74.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\u201d x 12\u201d Grey", "asin": "B07X7VL7VR", "price": "$18.89", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Bounce Anti Static Spray, 3 in 1 Instant Anti Static Spray & Instant Wrinkle Release, Odor Eliminator & Fabric Refresher, Travel Size (3 Oz,Pack of 3)", "asin": "B0BGQXQL3G", "price": "$9.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Endust for Electronics Multi-Surface Anti-Static Wipes (259000), 70-Count, one color (END259000)", "asin": "B002864OOM", "price": "$9.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Bounce Rapid Touch-Up 3 in 1 Wrinkle Releaser Clothing Spray, Fabric Refresher, Odor Eliminator & Anti Static, 9.7 ounces (Pack of 2)", "asin": "B0CTPK2X8B", "price": "$17.58", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Static Guard Fabric Spray, Original Scent, 5.5 Ounce Can", "asin": "B0013IRBG4", "price": "$12.97", "delivery": " FREE delivery Today 5 AM - 7 AM on orders over $100"},
{"title": "Sprayway SW956R Residue-Free Anti-Static Spray, Reduce Static Cling, Eliminate Static Shock, 6 Oz", "asin": "B07K1W8GQ1", "price": "$15.20", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Rosewill Anti Static Wrist Strap Band, ESD Strap Anti Shock Wristband Bracelet with Grounding Wire Alligator Clip, Detachable Extra Long Cord (Packaging May Vary) - RTK-002", "asin": "B004N8ZQKY", "price": "$4.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Anti Static Wrist Strap,Adjustable Silicone Anti Static Bracelet,Lightweight Anion Bracelet,Eliminate Body Static Wireless Bracelet,Anti Static Wireless Bracelet Anti Static Wrist Strap Bracelet", "asin": "B0DGT3MRZL", "price": "$15.00", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Milty 5036694022153 Zerostat 3 Anti-Static Gun, Blue", "asin": "B0033SHDSS", "price": "$105.53", "delivery": "FREE delivery Wed, Apr 9 for Prime members Only 20 left in stock - order soon."},
{"title": "Static Guard Fabric Spray, Fresh Linen Scent, 5.5 Ounce Can", "asin": "B07FCSZ9GB", "price": "$5.22", "delivery": "FREE delivery Thu, Apr 10 for Prime members"},
{"title": "Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\u201d x 12\u201d Grey", "asin": "B07X7VL7VR", "price": "$18.89", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Ranger Anti-Static Pouch, White", "asin": "B07CWGDHBQ", "price": "$7.75", "delivery": " Two-Day FREE delivery Sun, Apr 6 Only 14 left in stock - order soon."},
{"title": "Static Remover, Pack of 4 - No More Cling Static Spray, Eliminates Static Cling, Anti-Static Spray for Clothes, Furniture & Car - Static Free Spray, Controls Pet Hair (6 oz.)", "asin": "B01A6KXBYU", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 14"},
{"title": "6 Pcs Balance Bracelet for Women Men Magnetic Anti Static Stainless Steel Vertigo Bracelet Antistatic Wrist Band Sports Silicone Wrist Band for Unisex, 6 Colors", "asin": "B0BGXPFF6Q", "price": "$22.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Static Blok Anti-Static Spray for Hair - Instantly Eliminate Static Cling, Shocks, Flyaways- Long-Lasting All-Day Freshness - works on Natural and Synthetic Wigs - 2oz Travel Size", "asin": "B0BKRKFM71", "price": "$9.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Static Blok Anti-Static Spray for Clothes - Instantly Eliminate Static Cling, Flyaways, and Shocks from Clothes, Fabrics, Linens, Blankets & Rugs- All-Natural Formula - Lasts All Day- 2oz Travel Size", "asin": "B0BKRN312P", "price": "$9.99", "delivery": "$5 delivery Mon, Apr 14"},
{"title": "ACL Staticide 2002 Regular Heavy Duty Topical Anti-Stat, 1 Gallon Bottle Refill", "asin": "B00BR55ZBG", "price": "$65.48", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "1Pc Blue Car Static Human Body Static Eliminator Discharger Anti-Static Keychain ESD Tool Car Static Electricity Releaser, Eliminator Discharge Remover ESD Keyring, Car Keychains Car Accessories", "asin": "B0CQF9J9MS", "price": "$4.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Anti Static Wrist Strap with grounding Wire ESD Anti Static Wristband Adjustable Coiled Cord Anti Shock Wristband (4)", "asin": "B0B6FLHRT2", "price": "$7.46", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Anti-Static Laundry Scenting Spray with Essential Oils (Lavender, Lemon, Orange) (Lavender)", "asin": "B09FCV1MD4", "price": "$14.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Anti Static Wrist Strap,Adjustable Anti Static Wristband Improve Sleep,Balance Winter Electrostatic Removal Bracelet Elimination Discharge for Men and Woman 2Pack", "asin": "B0DFCPB464", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Grounded Outlet Plug, Anti-Static Wrist Strap (Adjustable up to Size XL) and Grounding Cord, Earth Connection | ESD Safe for Computer, PC Building Eelectronics", "asin": "B0BVVJJQYL", "price": "$10.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "3PCS Precision Tweezers Set, Upgraded Anti-Static Stainless Steel of Tweezers, for Electronics, Soldering, Laboratory Work, Jewelry-Making, Model, Craft", "asin": "B0BNNGC3Q2", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Downy Wrinkle Releaser Spray All In One Wrinkle Release Spray Travel Size, Odor Eliminator, Static Remover Fabric Refresher & Ironing Aid for Clothes 3 Fl Oz (Pack of 2), Crisp Linen Scent", "asin": "B07ZG4D84D", "price": "$7.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Anti Static Eliminator, 14 oz. can, 1 count", "asin": "B000TWM3IQ", "price": "$17.02", "delivery": "FREE delivery Apr 12 - 18 for Prime members"},
{"title": "Downy Wrinkle Releaser Spray | All In One Wrinkle Release Spray, Odor Eliminator, Static Remover | Fabric Refresher & Ironing Aid for Clothes | 9.7 Fl Oz (Pack of 2), Fresh Scent", "asin": "B0CW2D5JV6", "price": "$11.96", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Anti Static Wrist Straps - 3 Pack - Reusable Anti-Static Wrist Straps Equipped with Grounding Wire and Alligator Clip - Enables You to Ground Yourself", "asin": "B017164JHA", "price": "$7.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Adjustable One Size Fits All Anti Static 1M Ohm ESD Reusable Foot Heel Straps Premium Quality Perfect for Grounding, Removing Static, Protecting Electronics Against Electric Shock - Blue - 2 Pieces", "asin": "B07NQX482L", "price": "$11.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Anti Static Wrist Strap, 11\" Adjustable Antistatic Wrist Band with Alligator Clip and 9.8 ft Long PU Cable, Fits Wrist Size 6\" to 8.5\", Perfect for PC Building and Electronics Repair", "asin": "B0DSKD9747", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Dioche Anti Static Bracelet Eliminate Body Static Silicone Wristband Winter Antistatic Bracelet for Laboratory Personnel, Factory Workers(Black)", "asin": "B0BF9SCZFY", "price": "$17.89", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "uxcell Anti-Static Static Discharge Keychain Static Discharge Remover Blue", "asin": "B00AKXG9LG", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Only 17 left in stock - order soon."},
{"title": "uxcell Anti-Static Keychain Static remove Discharge Blue Silver Tone", "asin": "B008SAX4VQ", "price": "$12.39", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Redken Frizz Dismiss Anti-Static Oil Mist | For All Hair Types | Tames Flyaways & Unwanted Static | With Babassu Oil | Sulfate Free", "asin": "B07NPLJ63V", "price": "$36.00", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Kingwin Anti-Static Cordless Wrist Strap, Protect Your PC from Static Electricity. Adjustable Strap Fits Your Wrist Comfortably, Ground Yourself when Working on Sensitive Electronics", "asin": "B007WME22G", "price": "$6.88", "delivery": " Two-Day FREE delivery Sun, Apr 6 Only 3 left in stock - order soon."},
{"title": "HRX Package 20pcs Large Premium Anti Static Bags with Antistatic Sticker, 12 X 16 inches Open Top ESD Shielding Anti-Static Bag for Motherboard SSD HDD Laptop Electronic Components", "asin": "B07FSD9MB9", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Diamond Screen Shine Advanced Nanotechnology Screen Cleaning Spray for Crystal Clear Screens - Safe for All Devices - Streak-Free Formula - Easy to Use - Anti-Static for Future Clean (8oz-2pack)", "asin": "B0BXZ6J4Z7", "price": "$19.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Anti Static Wrist Strap,Adjustable Anti Static Wristband Improve Sleep,Silicone Static Strap Balance Energy Waterproof Anti-Static Wrist Strap Static Bracelets,Anti-Static Bracelet", "asin": "B0BL7361JX", "price": "$14.99", "delivery": "FREE delivery Apr 15 - 24 for Prime members"},
{"title": "Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 240 Count", "asin": "B003FULBQ4", "price": "$8.24", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Anti Static Wristband, Anti Static Wrist Strap Automatic Static Eliminator Wristband Electrostatic Removal Bracelet Anti Static Bracelet Silicone Wrist Strap for Men Women or Elder", "asin": "B0B6VVKZL4", "price": "$19.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:17:35.604Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:17:35.604Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:17:35.604Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 720,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": 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10 PM on $25 of qualifying items\"},\n{\"title\": \"Anti Static Wrist Strap,Adjustable Anti Static Wristband Improve Sleep,Balance Winter Electrostatic Removal Bracelet Elimination Discharge for Men and Woman 2Pack\", \"asin\": \"B0DFCPB464\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Grounded Outlet Plug, Anti-Static Wrist Strap (Adjustable up to Size XL) and Grounding Cord, Earth Connection | ESD Safe for Computer, PC Building Eelectronics\", \"asin\": \"B0BVVJJQYL\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3PCS Precision Tweezers Set, Upgraded Anti-Static Stainless Steel of Tweezers, for Electronics, Soldering, Laboratory Work, Jewelry-Making, Model, Craft\", \"asin\": \"B0BNNGC3Q2\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Downy Wrinkle Releaser Spray All In One Wrinkle Release Spray Travel Size, Odor Eliminator, Static Remover Fabric Refresher & Ironing Aid for Clothes 3 Fl Oz (Pack of 2), Crisp Linen Scent\", \"asin\": \"B07ZG4D84D\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Anti Static Eliminator, 14 oz. can, 1 count\", \"asin\": \"B000TWM3IQ\", \"price\": \"$17.02\", \"delivery\": \"FREE delivery Apr 12 - 18 for Prime members\"},\n{\"title\": \"Downy Wrinkle Releaser Spray | All In One Wrinkle Release Spray, Odor Eliminator, Static Remover | Fabric Refresher & Ironing Aid for Clothes | 9.7 Fl Oz (Pack of 2), Fresh Scent\", \"asin\": \"B0CW2D5JV6\", \"price\": \"$11.96\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anti Static Wrist Straps - 3 Pack - Reusable Anti-Static Wrist Straps Equipped with Grounding Wire and Alligator Clip - Enables You to Ground Yourself\", \"asin\": \"B017164JHA\", \"price\": \"$7.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Adjustable One Size Fits All Anti Static 1M Ohm ESD Reusable Foot Heel Straps Premium Quality Perfect for Grounding, Removing Static, Protecting Electronics Against Electric Shock - Blue - 2 Pieces\", \"asin\": \"B07NQX482L\", \"price\": \"$11.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anti Static Wrist Strap, 11\\\" Adjustable Antistatic Wrist Band with Alligator Clip and 9.8 ft Long PU Cable, Fits Wrist Size 6\\\" to 8.5\\\", Perfect for PC Building and Electronics Repair\", \"asin\": \"B0DSKD9747\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Dioche Anti Static Bracelet Eliminate Body Static Silicone Wristband Winter Antistatic Bracelet for Laboratory Personnel, Factory Workers(Black)\", \"asin\": \"B0BF9SCZFY\", \"price\": \"$17.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"uxcell Anti-Static Static Discharge Keychain Static Discharge Remover Blue\", \"asin\": \"B00AKXG9LG\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Only 17 left in stock - order soon.\"},\n{\"title\": \"uxcell Anti-Static Keychain Static remove Discharge Blue Silver Tone\", \"asin\": \"B008SAX4VQ\", \"price\": \"$12.39\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Redken Frizz Dismiss Anti-Static Oil Mist | For All Hair Types | Tames Flyaways & Unwanted Static | With Babassu Oil | Sulfate Free\", \"asin\": \"B07NPLJ63V\", \"price\": \"$36.00\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Kingwin Anti-Static Cordless Wrist Strap, Protect Your PC from Static Electricity. Adjustable Strap Fits Your Wrist Comfortably, Ground Yourself when Working on Sensitive Electronics\", \"asin\": \"B007WME22G\", \"price\": \"$6.88\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 3 left in stock - order soon.\"},\n{\"title\": \"HRX Package 20pcs Large Premium Anti Static Bags with Antistatic Sticker, 12 X 16 inches Open Top ESD Shielding Anti-Static Bag for Motherboard SSD HDD Laptop Electronic Components\", \"asin\": \"B07FSD9MB9\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Diamond Screen Shine Advanced Nanotechnology Screen Cleaning Spray for Crystal Clear Screens - Safe for All Devices - Streak-Free Formula - Easy to Use - Anti-Static for Future Clean (8oz-2pack)\", \"asin\": \"B0BXZ6J4Z7\", \"price\": \"$19.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anti Static Wrist Strap,Adjustable Anti Static Wristband Improve Sleep,Silicone Static Strap Balance Energy Waterproof Anti-Static Wrist Strap Static Bracelets,Anti-Static Bracelet\", \"asin\": \"B0BL7361JX\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 15 - 24 for Prime members\"},\n{\"title\": \"Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 240 Count\", \"asin\": \"B003FULBQ4\", \"price\": \"$8.24\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anti Static Wristband, Anti Static Wrist Strap Automatic Static Eliminator Wristband Electrostatic Removal Bracelet Anti Static Bracelet Silicone Wrist Strap for Men Women or Elder\", \"asin\": \"B0B6VVKZL4\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:17:35.604Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"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\": \"anti static glove\"}],\n\"cart_items\": [{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Protects Your Computer Safe\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"DEX FIT Nitrile Work Gloves FN330, 1 Pair, 3D-Comfort Stretchy Fit, Firm Grip, Thin & Lightweight, Touch-Screen Compatible, Durable, Breathable & Cool, Machine Washable; Black M (8)\", \"asin\": \"B0BS1ZGBPQ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Safety Work Gloves MicroFoam Nitrile Coated-12 Pairs,Seamless Knit Nylon Gloves,Home Improvement,Micro-Foam Gloves\", \"asin\": \"B095C4ZHSG\", \"price\": \"$34.90\", \"quantity\": \"\"},\n{\"title\": \"HANDLANDY Work Gloves for Men & Women, Utility Mechanic Working Gloves Touch Screen, Flexible Yard Work Gloves\", \"asin\": \"B0797N2YW1\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Schneider Vinyl Synthetic Exam Gloves, 4 Mil, Latex Free Disposable Gloves for Medical, Cooking, Cleaning, and Food Prep\", \"asin\": \"B09KTQMMCM\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Protects Your Computer Safe\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Schneider Nitrile Exam Gloves, Black, Medium, 100-ct Box, 4-mil, Latex-Free, Powder-Free, Food-Safe\", \"asin\": \"B09S6LHYYQ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Safety Work Gloves MicroFoam Nitrile Coated-12 Pairs,Seamless Knit Nylon Gloves,Home Improvement,Micro-Foam Gloves\", \"asin\": \"B095C4ZHSG\", \"price\": \"$34.90\", \"quantity\": \"\"},\n{\"title\": \"EnSure Low Derma Gray Black Powder Free Nitrile Exam Gloves, Extended Cuff (100, X-Large)\", \"asin\": \"B085717QRC\", \"price\": \"$13.30\", \"quantity\": \"\"},\n{\"title\": \"Schneider Vinyl Synthetic Exam Gloves, 4 Mil, Latex Free Disposable Gloves for Medical, Cooking, Cleaning, and Food Prep\", \"asin\": \"B09KTQMMCM\", \"price\": \"$7.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"PACIFIC PPE 2 Pairs Nitrile Chemical Resistant Gloves, Flocked, Resist Strong Acid, Alkali, 15 mil, 12.6\\\", X-Large\", \"asin\": \"B08B5XZ1ZQ\"},\n{\"title\": \"PACIFIC PPE 2 Pairs Nitrile Chemical Resistant Gloves, Flocked, Resist Strong Acid, Alkali, 15 mil, 12.6\\\", Large\", \"asin\": \"B08B5XRB49\"}],\n\"search_results\": [{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Protects Your Computer Safe\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Safety Work Gloves MicroFoam Nitrile Coated-12 Pairs,Seamless Knit Nylon Gloves,Home Improvement,Micro-Foam Gloves\", \"asin\": \"B095C2PS98\", \"price\": \"$34.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Work Gloves MicroFoam Nitrile Coated-6 Pairs,Seamless Knit Nylon Gloves,Gray Work gloves\", \"asin\": \"B092ZR1FR7\", \"price\": \"$21.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Schneider Nitrile Exam Gloves, Black, Medium, 100-ct Box, 4-mil, Latex-Free, Powder-Free, Food-Safe\", \"asin\": \"B09S6LHYYQ\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"KAYGO Safety Work Gloves PU Coated,12 Pairs KG11PB Seamless Knit Glove for Men and Women, with Smooth Grip on Palm and Fingers, Ideal for General Duty Work (Small, Black)\", \"asin\": \"B07P53T1FX\", \"price\": \"$16.96\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anti static work gloves for PC building-2 Pairs,Thin and lightweight all purpose work gloves.\", \"asin\": \"B08R3J3W78\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Protects Your Computer Safe\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Global Glove PUG-17 Lightweight Polyurethane Dipped Work Gloves, Anti-Static/Electrostatic Compliant with Secure Grip, Bare Hand Sensitivity, Black, 12 Pairs, Medium\", \"asin\": \"B07Q6S1H53\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Portwest A198 Antistatic Safety Glove with PU Non Slip Fingertip Coating ANSI, Medium\", \"asin\": \"B00Q371TCC\", \"price\": \"$6.55\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"4 Pairs ESD Anti Static Gloves, PC Gloves with High Resistance Carbon Fiber Anti-static Gloves for PC Building Computer Electronics Installation and Repair (Medium)\", \"asin\": \"B0922W4PM9\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"FOSHIO Vinyl Wrap Gloves, Professional Anti-Static Application Gloves, Carbon Fiber Vinyl Wrap Tool Dust-Free Working Gloves\", \"asin\": \"B0B4Z9DK4R\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"iFixit Anti-Static Wrist Strap (Adjustable up to Size XL) - ESD Grounding Wristband\", \"asin\": \"B00B2T9C8Y\", \"price\": \"$7.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Dowellife Working Gloves for Men and Women, Cut Resistant Work Gloves, Comfortable Gardening Gloves, Durable Mechanics Gloves and Flexible Fishing Gloves (Medium, Grey)\", \"asin\": \"B07R3YDL41\", \"price\": \"$12.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Nomex Summer Flight Gloves \\u2013 Fire-Resistant Tactical Gloves for Pilots, Military, Law Enforcement & Mechanics\", \"asin\": \"B0DSM7K3NC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"2 & 5 & 20 Pairs Black Anti Static Gloves Top Fit Fingertip 13G Carbon Fibers PU Coated ESD Safety Work Gloves\", \"asin\": \"B08ZLWS9PL\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"VSGO Professional Camera Cleaning Gloves Anti-Static for Camera and Sensor Cleaning, Compatible with Precision Instruments, White (DDG-1)\", \"asin\": \"B08DNN5XDF\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"VViViD Grey Professional Vinyl Wrap Anti-Static Applicator Glove Pair (2 Glove Pack)\", \"asin\": \"B0727NK6GL\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"2 & 5 & 20 Pairs Black Anti Static Gloves Top Fit Fingertip 13G Carbon Fibers PU Coated ESD Safety Work Gloves\", \"asin\": \"B08ZLWS9PL\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Black Nitrile Gloves 5 mil, 9.05 in Disposable Gloves Non Latex, Non Sterile Cooking Gloves, 100 pcs, S/M/L/XL Sizes\", \"asin\": \"B0DDNP741V\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Schneider Vinyl Synthetic Exam Gloves, 4 Mil, Latex Free Disposable Gloves for Medical, Cooking, Cleaning, and Food Prep\", \"asin\": \"B09KTQMMCM\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"15 Pairs Cotton Polyester Safety Gloves, Thin and Breathable Anti-Static String Electronic Gloves for Men and Women Quilting, Automotive Daily Work\", \"asin\": \"B0D172MFZ7\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"JDL ESD Work Gloves, Anti-Static Gloves for PC Building, 12 pairs, Computer Installation & Repair, High Resistance Carbon Fiber Gloves, Large\", \"asin\": \"B09XXN73PY\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Apr 30 - Jun 1 for Prime members\"},\n{\"title\": \"FOSHIO Grey Vinyl Wrap Gloves, Professional Carbon Fiber Anti-Static Tint Gloves, Dust-Free Wrap Glove for Wrapping Vinyl\", \"asin\": \"B0CFKKZNBT\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"15 Pairs Cotton Polyester Safety Gloves, Thin and Breathable Anti-Static String Electronic Gloves for Men and Women Quilting, Automotive Daily Work\", \"asin\": \"B0D172MFZ7\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"TECKWRAP Grey Professional Vinyl Wrap Anti-Static Application Gloves (2 Pairs/Pack)\", \"asin\": \"B07RM17DPH\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"VIPER 10 Pairs Anti Static Gloves, Coated Fingertip Grey Carbon Fibers,13G ESD Safety Work Gloves\", \"asin\": \"B082L15Q5Y\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"PU Coated Safety Work Gloves, 12 Pairs Work Gloves Mechanic Working Seamless Knit Glove with Polyurethane Coated Smooth\", \"asin\": \"B0CTZFL2WH\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Anti-static gloves,ESD Gloves for PC building,to protect the safety of computer installation and repair.\", \"asin\": \"B08GLP5VFK\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"ESD Anti Static Gloves, Coated Options, Nylon and Conductive Carbon For Use In Electronics, Semiconductor\", \"asin\": \"B09D8DD5BV\", \"price\": \"$5.00\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"EHDIS Nylon White Working Gloves - Non-slip Vinyl Wrap and PC Building Labor Gloves\", \"asin\": \"B071DV7PLZ\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"TitanFlex Disposable Nitrile Exam Gloves, 6-mil, Black, Heavy Duty Disposable Gloves, Cooking Gloves, Latex Free, Powder Free\", \"asin\": \"B0BR7RY18Y\", \"price\": \"$11.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"HARFINGTON ESD Anti Static Gloves Thickened High Resistance Carbon Fiber Computer Gloves for PC Computer Electronics\", \"asin\": \"B0CNPKS48G\", \"price\": \"$6.79\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"CCyanzi 3 Pairs, Vinyl Wrap Gloves, Carbon Fiber Nylon Medium Gloves, Professional Anti-Static Gloves, Non-Slip Safety Resistant Work Gloves\", \"asin\": \"B0D5XSQHY1\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"10 Pairs White Nylon Gloves Non-slip And Anti-static PU Gloves Suitable for Machining Electronic Assembly Automobile Making Construction Site Logistics Loading And Unloading(20PCS)\", \"asin\": \"B088RCS8XF\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"FINITEX - Black Nitrile Disposable Gloves, 5mil, Powder-free, Medical Exam Latex-Free 100 PCS For Examination Home Cleaning Food Glove (Medium)\", \"asin\": \"B085LKVY5Q\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"JJC Polyester Anti-Static Cleaning Gloves for Cleaning Camera Lens CCD CMOS Sensor or Other Precision Instruments with Free Size -2 Pair\", \"asin\": \"B07KY45SHS\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 18 left in stock - order soon.\"},\n{\"title\": \"10 Pairs Archival Photo Gloves, White Work Gloves for Handling Art Working Photography Womens Cloth Gloves Liners Bulk for Handling Jewelry, Film, Photo, Coin Metal Inspection Men & Women\", \"asin\": \"B07K9P7F98\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"CARTINTS 2 Pairs Anti-Static Work Gloves, Carbon Fiber Car Wrap Gloves for Electronic Device Repair Professionals, the Application of Vinyl Wrap, Window Tint, Touchscreen Gloves, Breathable & Durable\", \"asin\": \"B0D5HQPVLB\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"HARFINGTON ESD Anti Static Gloves PU Coated High Resistance Carbon Fiber Computer Gloves for Electronic\", \"asin\": \"B0CNSHMHPB\", \"price\": \"$6.69\", \"delivery\": \"FREE delivery Thu, Apr 10 for Prime members\"},\n{\"title\": \"12pairs Anti-static Cut Resistant Gloves Durable Safety Wear for Gardening Wood Carving Cutting Tasks Breathable Wear-resistant Comfortable Design Protect Your Hands From Cuts Scrapes\", \"asin\": \"B0CDYP2XZQ\", \"price\": \"$13.93\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"BTYMS 400 Count Latex Finger Cots Small Fingertip Gloves Disposable Finger Rubber Tips Protector Anti-Static\", \"asin\": \"B09P52WHCC\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Vinyl Wrap Gloves, Professional Anti-Static Application Gloves,Dust-Free Working,PC Building(Grey,1 pair)\", \"asin\": \"B095W29S9D\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Schneider Nitrile Exam Gloves, Black, Medium, 100-ct Box, 4-mil, Latex-Free, Powder-Free, Food-Safe\", \"asin\": \"B09S6LHYYQ\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"HARFINGTON ESD Anti Static Gloves Resistance Carbon Fiber Computer Gloves for PC Computer Electronics Installation and Repair\", \"asin\": \"B0CNPG7ZSL\", \"price\": \"$8.19\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"Cotton White Working Gloves 3 Pair of Vinyl Wrap Gloves Professional Anti-Static Application Gloves\", \"asin\": \"B083LVG1WM\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"2 Pair Anti Static Antiskid Glove PU Coated Fingertip Non-slip Durable Breathable Wearable Gloves Home Gardening Cleaning Tool for Women Men, Youth (M green)\", \"asin\": \"B09QGVVB8K\", \"price\": \"$5.98\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"ABN Vinyl Wrap Gloves Car PPF, Large 2-Pack - Anti Static Gloves Film Wrapping Application Installation 4pc (2 Pair)\", \"asin\": \"B0BJXBBDM3\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members Only 11 left in stock - order soon.\"},\n{\"title\": \"12 Pairs ESD Anti Static Gloves, Safety Work Gloves For General Duty Work And Electronic Assembly\", \"asin\": \"B08LNT7BNP\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"12 Pairs ESD Anti-Static Gloves - Fingertip Coated Inspection Gloves for Industrial & ESD Environment (GL4501T)\", \"asin\": \"B0722CQRD3\", \"price\": \"$62.95\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"GANAZONO Wear Resistant Gloves 12 Pairs Anti-static Gloves Nylon Gloves Safety Gloves Protective Gloves Thin Section Work White Comfortable Gloves\", \"asin\": \"B0CBYQ21TR\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery May 1 - Jun 9 for Prime members\"},\n{\"title\": \"Honeywell Home Antistatic Gloves, Gray, XL, PR, tan/off white, 10\", \"asin\": \"B008H4R9BY\", \"price\": \"$9.77\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 16 left in stock - order soon.\"},\n{\"title\": \"ESD Gloves - Heat Resistant - Anti-Static Gloves (10 Pairs, Medium)\", \"asin\": \"B09JTZCPZM\", \"price\": \"$45.00\", \"delivery\": \"FREE delivery Apr 10 - 14\"},\n{\"title\": \"HARFINGTON ESD Anti Static Gloves Coated Resistance Carbon Fiber Computer Gloves\", \"asin\": \"B0CNSH3QS5\", \"price\": \"$13.19\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"HARFINGTON ESD Anti Static Gloves High Resistance Carbon Fiber Computer Gloves for PC Computer Installation and Repair\", \"asin\": \"B0CNPLC52F\", \"price\": \"$12.72\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"Disposable Latex Finger Cots 200pcs (Large), Anti-Static Rubber Fingertips Protective Finger Gloves Applicators for Electronic Repair, Painting, Jewelry Cleaning\", \"asin\": \"B07BQ143BV\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"6 Pairs 20-22cm White Nylon Antistatic Gloves Work Gloves Non Slip Construction Gloves for Inspections Photo Maintenance Work\", \"asin\": \"B0DTPH5TFC\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"uxcell\\u00ae 20 PCS Stripe Electric Working Anti Static Gloves White\", \"asin\": \"B00542WLRY\", \"price\": \"$13.69\", \"delivery\": \"$3.27 delivery Apr 15 - 25 Only 7 left in stock - order soon.\"},\n{\"title\": \"Global Glove PUG-17 Lightweight Polyurethane Dipped Work Gloves, Anti-Static/Electrostatic Compliant with Secure Grip, Bare Hand Sensitivity, Black, 144 Pairs, Large\", \"asin\": \"B00AIYUAVC\", \"price\": \"$157.36\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"ESD-Safe Gloves (10 Pairs) - Cut Resistant, Palm Coated - Anti-Static Gloves\", \"asin\": \"B09H7MMC23\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Apr 10 - 14\"},\n{\"title\": \"PVC Clear Gloves 4.5 mil, 9.05 in Plastic Gloves Disposable Non Latex, Sterile Cooking Gloves, 100 pcs, S/M/L/XL Sizes\", \"asin\": \"B0DD455NDL\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:18:26.288Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:18:26.288Z
|
click_product
|
B01DP6RQYI
|
rule
|
train
| 721 |
2025-04-05T05:18:26.288Z
|
click_product
|
B01DP6RQYI
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "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": "anti static glove"}],
"cart_items": [{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"promotion_items": [{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Protects Your Computer Safe", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": ""},
{"title": "DEX FIT Nitrile Work Gloves FN330, 1 Pair, 3D-Comfort Stretchy Fit, Firm Grip, Thin & Lightweight, Touch-Screen Compatible, Durable, Breathable & Cool, Machine Washable; Black M (8)", "asin": "B0BS1ZGBPQ", "price": "$7.99", "quantity": ""},
{"title": "Safety Work Gloves MicroFoam Nitrile Coated-12 Pairs,Seamless Knit Nylon Gloves,Home Improvement,Micro-Foam Gloves", "asin": "B095C4ZHSG", "price": "$34.90", "quantity": ""},
{"title": "HANDLANDY Work Gloves for Men & Women, Utility Mechanic Working Gloves Touch Screen, Flexible Yard Work Gloves", "asin": "B0797N2YW1", "price": "$9.99", "quantity": ""},
{"title": "Schneider Vinyl Synthetic Exam Gloves, 4 Mil, Latex Free Disposable Gloves for Medical, Cooking, Cleaning, and Food Prep", "asin": "B09KTQMMCM", "price": "$7.99", "quantity": ""},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Protects Your Computer Safe", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": ""},
{"title": "Schneider Nitrile Exam Gloves, Black, Medium, 100-ct Box, 4-mil, Latex-Free, Powder-Free, Food-Safe", "asin": "B09S6LHYYQ", "price": "$9.99", "quantity": ""},
{"title": "Safety Work Gloves MicroFoam Nitrile Coated-12 Pairs,Seamless Knit Nylon Gloves,Home Improvement,Micro-Foam Gloves", "asin": "B095C4ZHSG", "price": "$34.90", "quantity": ""},
{"title": "EnSure Low Derma Gray Black Powder Free Nitrile Exam Gloves, Extended Cuff (100, X-Large)", "asin": "B085717QRC", "price": "$13.30", "quantity": ""},
{"title": "Schneider Vinyl Synthetic Exam Gloves, 4 Mil, Latex Free Disposable Gloves for Medical, Cooking, Cleaning, and Food Prep", "asin": "B09KTQMMCM", "price": "$7.99", "quantity": ""}],
"ads": [{"title": "PACIFIC PPE 2 Pairs Nitrile Chemical Resistant Gloves, Flocked, Resist Strong Acid, Alkali, 15 mil, 12.6\", X-Large", "asin": "B08B5XZ1ZQ"},
{"title": "PACIFIC PPE 2 Pairs Nitrile Chemical Resistant Gloves, Flocked, Resist Strong Acid, Alkali, 15 mil, 12.6\", Large", "asin": "B08B5XRB49"}],
"search_results": [{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Protects Your Computer Safe", "asin": "B01DP6RQYI", "price": "$6.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Safety Work Gloves MicroFoam Nitrile Coated-12 Pairs,Seamless Knit Nylon Gloves,Home Improvement,Micro-Foam Gloves", "asin": "B095C2PS98", "price": "$34.90", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Work Gloves MicroFoam Nitrile Coated-6 Pairs,Seamless Knit Nylon Gloves,Gray Work gloves", "asin": "B092ZR1FR7", "price": "$21.90", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Schneider Nitrile Exam Gloves, Black, Medium, 100-ct Box, 4-mil, Latex-Free, Powder-Free, Food-Safe", "asin": "B09S6LHYYQ", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "KAYGO Safety Work Gloves PU Coated,12 Pairs KG11PB Seamless Knit Glove for Men and Women, with Smooth Grip on Palm and Fingers, Ideal for General Duty Work (Small, Black)", "asin": "B07P53T1FX", "price": "$16.96", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Anti static work gloves for PC building-2 Pairs,Thin and lightweight all purpose work gloves.", "asin": "B08R3J3W78", "price": "$8.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Protects Your Computer Safe", "asin": "B01DP6RQYI", "price": "$6.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Global Glove PUG-17 Lightweight Polyurethane Dipped Work Gloves, Anti-Static/Electrostatic Compliant with Secure Grip, Bare Hand Sensitivity, Black, 12 Pairs, Medium", "asin": "B07Q6S1H53", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Portwest A198 Antistatic Safety Glove with PU Non Slip Fingertip Coating ANSI, Medium", "asin": "B00Q371TCC", "price": "$6.55", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "4 Pairs ESD Anti Static Gloves, PC Gloves with High Resistance Carbon Fiber Anti-static Gloves for PC Building Computer Electronics Installation and Repair (Medium)", "asin": "B0922W4PM9", "price": "$6.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "FOSHIO Vinyl Wrap Gloves, Professional Anti-Static Application Gloves, Carbon Fiber Vinyl Wrap Tool Dust-Free Working Gloves", "asin": "B0B4Z9DK4R", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "iFixit Anti-Static Wrist Strap (Adjustable up to Size XL) - ESD Grounding Wristband", "asin": "B00B2T9C8Y", "price": "$7.95", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Dowellife Working Gloves for Men and Women, Cut Resistant Work Gloves, Comfortable Gardening Gloves, Durable Mechanics Gloves and Flexible Fishing Gloves (Medium, Grey)", "asin": "B07R3YDL41", "price": "$12.95", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Nomex Summer Flight Gloves \u2013 Fire-Resistant Tactical Gloves for Pilots, Military, Law Enforcement & Mechanics", "asin": "B0DSM7K3NC", "price": "$21.99", "delivery": "FREE delivery Tue, Apr 8"},
{"title": "2 & 5 & 20 Pairs Black Anti Static Gloves Top Fit Fingertip 13G Carbon Fibers PU Coated ESD Safety Work Gloves", "asin": "B08ZLWS9PL", "price": "$7.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "VSGO Professional Camera Cleaning Gloves Anti-Static for Camera and Sensor Cleaning, Compatible with Precision Instruments, White (DDG-1)", "asin": "B08DNN5XDF", "price": "$9.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "VViViD Grey Professional Vinyl Wrap Anti-Static Applicator Glove Pair (2 Glove Pack)", "asin": "B0727NK6GL", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "2 & 5 & 20 Pairs Black Anti Static Gloves Top Fit Fingertip 13G Carbon Fibers PU Coated ESD Safety Work Gloves", "asin": "B08ZLWS9PL", "price": "$7.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Black Nitrile Gloves 5 mil, 9.05 in Disposable Gloves Non Latex, Non Sterile Cooking Gloves, 100 pcs, S/M/L/XL Sizes", "asin": "B0DDNP741V", "price": "$6.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Schneider Vinyl Synthetic Exam Gloves, 4 Mil, Latex Free Disposable Gloves for Medical, Cooking, Cleaning, and Food Prep", "asin": "B09KTQMMCM", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "15 Pairs Cotton Polyester Safety Gloves, Thin and Breathable Anti-Static String Electronic Gloves for Men and Women Quilting, Automotive Daily Work", "asin": "B0D172MFZ7", "price": "$14.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "JDL ESD Work Gloves, Anti-Static Gloves for PC Building, 12 pairs, Computer Installation & Repair, High Resistance Carbon Fiber Gloves, Large", "asin": "B09XXN73PY", "price": "$22.99", "delivery": "FREE delivery Apr 30 - Jun 1 for Prime members"},
{"title": "FOSHIO Grey Vinyl Wrap Gloves, Professional Carbon Fiber Anti-Static Tint Gloves, Dust-Free Wrap Glove for Wrapping Vinyl", "asin": "B0CFKKZNBT", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "15 Pairs Cotton Polyester Safety Gloves, Thin and Breathable Anti-Static String Electronic Gloves for Men and Women Quilting, Automotive Daily Work", "asin": "B0D172MFZ7", "price": "$14.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "TECKWRAP Grey Professional Vinyl Wrap Anti-Static Application Gloves (2 Pairs/Pack)", "asin": "B07RM17DPH", "price": "$11.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "VIPER 10 Pairs Anti Static Gloves, Coated Fingertip Grey Carbon Fibers,13G ESD Safety Work Gloves", "asin": "B082L15Q5Y", "price": "$21.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "PU Coated Safety Work Gloves, 12 Pairs Work Gloves Mechanic Working Seamless Knit Glove with Polyurethane Coated Smooth", "asin": "B0CTZFL2WH", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Anti-static gloves,ESD Gloves for PC building,to protect the safety of computer installation and repair.", "asin": "B08GLP5VFK", "price": "$8.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "ESD Anti Static Gloves, Coated Options, Nylon and Conductive Carbon For Use In Electronics, Semiconductor", "asin": "B09D8DD5BV", "price": "$5.00", "delivery": "FREE delivery Wed, Apr 9 for Prime members"},
{"title": "EHDIS Nylon White Working Gloves - Non-slip Vinyl Wrap and PC Building Labor Gloves", "asin": "B071DV7PLZ", "price": "$10.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "TitanFlex Disposable Nitrile Exam Gloves, 6-mil, Black, Heavy Duty Disposable Gloves, Cooking Gloves, Latex Free, Powder Free", "asin": "B0BR7RY18Y", "price": "$11.89", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "HARFINGTON ESD Anti Static Gloves Thickened High Resistance Carbon Fiber Computer Gloves for PC Computer Electronics", "asin": "B0CNPKS48G", "price": "$6.79", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "CCyanzi 3 Pairs, Vinyl Wrap Gloves, Carbon Fiber Nylon Medium Gloves, Professional Anti-Static Gloves, Non-Slip Safety Resistant Work Gloves", "asin": "B0D5XSQHY1", "price": "$11.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "10 Pairs White Nylon Gloves Non-slip And Anti-static PU Gloves Suitable for Machining Electronic Assembly Automobile Making Construction Site Logistics Loading And Unloading(20PCS)", "asin": "B088RCS8XF", "price": "$12.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "FINITEX - Black Nitrile Disposable Gloves, 5mil, Powder-free, Medical Exam Latex-Free 100 PCS For Examination Home Cleaning Food Glove (Medium)", "asin": "B085LKVY5Q", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "JJC Polyester Anti-Static Cleaning Gloves for Cleaning Camera Lens CCD CMOS Sensor or Other Precision Instruments with Free Size -2 Pair", "asin": "B07KY45SHS", "price": "$8.99", "delivery": " Two-Day FREE delivery Sun, Apr 6 Only 18 left in stock - order soon."},
{"title": "10 Pairs Archival Photo Gloves, White Work Gloves for Handling Art Working Photography Womens Cloth Gloves Liners Bulk for Handling Jewelry, Film, Photo, Coin Metal Inspection Men & Women", "asin": "B07K9P7F98", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "CARTINTS 2 Pairs Anti-Static Work Gloves, Carbon Fiber Car Wrap Gloves for Electronic Device Repair Professionals, the Application of Vinyl Wrap, Window Tint, Touchscreen Gloves, Breathable & Durable", "asin": "B0D5HQPVLB", "price": "$9.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "HARFINGTON ESD Anti Static Gloves PU Coated High Resistance Carbon Fiber Computer Gloves for Electronic", "asin": "B0CNSHMHPB", "price": "$6.69", "delivery": "FREE delivery Thu, Apr 10 for Prime members"},
{"title": "12pairs Anti-static Cut Resistant Gloves Durable Safety Wear for Gardening Wood Carving Cutting Tasks Breathable Wear-resistant Comfortable Design Protect Your Hands From Cuts Scrapes", "asin": "B0CDYP2XZQ", "price": "$13.93", "delivery": "FREE delivery Wed, Apr 9 for Prime members"},
{"title": "BTYMS 400 Count Latex Finger Cots Small Fingertip Gloves Disposable Finger Rubber Tips Protector Anti-Static", "asin": "B09P52WHCC", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Vinyl Wrap Gloves, Professional Anti-Static Application Gloves,Dust-Free Working,PC Building(Grey,1 pair)", "asin": "B095W29S9D", "price": "$6.99", "delivery": "FREE delivery Fri, Apr 11 for Prime members"},
{"title": "Schneider Nitrile Exam Gloves, Black, Medium, 100-ct Box, 4-mil, Latex-Free, Powder-Free, Food-Safe", "asin": "B09S6LHYYQ", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "HARFINGTON ESD Anti Static Gloves Resistance Carbon Fiber Computer Gloves for PC Computer Electronics Installation and Repair", "asin": "B0CNPG7ZSL", "price": "$8.19", "delivery": "FREE delivery Wed, Apr 9 for Prime members"},
{"title": "Cotton White Working Gloves 3 Pair of Vinyl Wrap Gloves Professional Anti-Static Application Gloves", "asin": "B083LVG1WM", "price": "$9.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "2 Pair Anti Static Antiskid Glove PU Coated Fingertip Non-slip Durable Breathable Wearable Gloves Home Gardening Cleaning Tool for Women Men, Youth (M green)", "asin": "B09QGVVB8K", "price": "$5.98", "delivery": "FREE delivery Fri, Apr 11 for Prime members"},
{"title": "ABN Vinyl Wrap Gloves Car PPF, Large 2-Pack - Anti Static Gloves Film Wrapping Application Installation 4pc (2 Pair)", "asin": "B0BJXBBDM3", "price": "$7.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members Only 11 left in stock - order soon."},
{"title": "12 Pairs ESD Anti Static Gloves, Safety Work Gloves For General Duty Work And Electronic Assembly", "asin": "B08LNT7BNP", "price": "$22.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "12 Pairs ESD Anti-Static Gloves - Fingertip Coated Inspection Gloves for Industrial & ESD Environment (GL4501T)", "asin": "B0722CQRD3", "price": "$62.95", "delivery": "FREE delivery Sat, Apr 12 for Prime members"},
{"title": "GANAZONO Wear Resistant Gloves 12 Pairs Anti-static Gloves Nylon Gloves Safety Gloves Protective Gloves Thin Section Work White Comfortable Gloves", "asin": "B0CBYQ21TR", "price": "$17.99", "delivery": "FREE delivery May 1 - Jun 9 for Prime members"},
{"title": "Honeywell Home Antistatic Gloves, Gray, XL, PR, tan/off white, 10", "asin": "B008H4R9BY", "price": "$9.77", "delivery": " Two-Day FREE delivery Sun, Apr 6 Only 16 left in stock - order soon."},
{"title": "ESD Gloves - Heat Resistant - Anti-Static Gloves (10 Pairs, Medium)", "asin": "B09JTZCPZM", "price": "$45.00", "delivery": "FREE delivery Apr 10 - 14"},
{"title": "HARFINGTON ESD Anti Static Gloves Coated Resistance Carbon Fiber Computer Gloves", "asin": "B0CNSH3QS5", "price": "$13.19", "delivery": "FREE delivery Wed, Apr 9 for Prime members"},
{"title": "HARFINGTON ESD Anti Static Gloves High Resistance Carbon Fiber Computer Gloves for PC Computer Installation and Repair", "asin": "B0CNPLC52F", "price": "$12.72", "delivery": "FREE delivery Tue, Apr 8"},
{"title": "Disposable Latex Finger Cots 200pcs (Large), Anti-Static Rubber Fingertips Protective Finger Gloves Applicators for Electronic Repair, Painting, Jewelry Cleaning", "asin": "B07BQ143BV", "price": "$7.99", "delivery": "FREE delivery Tue, Apr 8"},
{"title": "6 Pairs 20-22cm White Nylon Antistatic Gloves Work Gloves Non Slip Construction Gloves for Inspections Photo Maintenance Work", "asin": "B0DTPH5TFC", "price": "$8.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "uxcell\u00ae 20 PCS Stripe Electric Working Anti Static Gloves White", "asin": "B00542WLRY", "price": "$13.69", "delivery": "$3.27 delivery Apr 15 - 25 Only 7 left in stock - order soon."},
{"title": "Global Glove PUG-17 Lightweight Polyurethane Dipped Work Gloves, Anti-Static/Electrostatic Compliant with Secure Grip, Bare Hand Sensitivity, Black, 144 Pairs, Large", "asin": "B00AIYUAVC", "price": "$157.36", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "ESD-Safe Gloves (10 Pairs) - Cut Resistant, Palm Coated - Anti-Static Gloves", "asin": "B09H7MMC23", "price": "$55.00", "delivery": "FREE delivery Apr 10 - 14"},
{"title": "PVC Clear Gloves 4.5 mil, 9.05 in Plastic Gloves Disposable Non Latex, Sterile Cooking Gloves, 100 pcs, S/M/L/XL Sizes", "asin": "B0DD455NDL", "price": "$5.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:18:26.288Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:18:26.288Z\",\"action\": \"click_product\",\"acion_argument\": \"B01DP6RQYI\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:18:26.288Z\",\"action\": \"click_product\",\"acion_argument\": \"B01DP6RQYI\",}</answer>",
"index": 721,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"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\": \"anti static glove\"}],\n\"cart_items\": [{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Protects Your Computer Safe\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"DEX FIT Nitrile Work Gloves FN330, 1 Pair, 3D-Comfort Stretchy Fit, Firm Grip, Thin & Lightweight, Touch-Screen Compatible, Durable, Breathable & Cool, Machine Washable; Black M (8)\", \"asin\": \"B0BS1ZGBPQ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Safety Work Gloves MicroFoam Nitrile Coated-12 Pairs,Seamless Knit Nylon Gloves,Home Improvement,Micro-Foam Gloves\", \"asin\": \"B095C4ZHSG\", \"price\": \"$34.90\", \"quantity\": \"\"},\n{\"title\": \"HANDLANDY Work Gloves for Men & Women, Utility Mechanic Working Gloves Touch Screen, Flexible Yard Work Gloves\", \"asin\": \"B0797N2YW1\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Schneider Vinyl Synthetic Exam Gloves, 4 Mil, Latex Free Disposable Gloves for Medical, Cooking, Cleaning, and Food Prep\", \"asin\": \"B09KTQMMCM\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Protects Your Computer Safe\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Schneider Nitrile Exam Gloves, Black, Medium, 100-ct Box, 4-mil, Latex-Free, Powder-Free, Food-Safe\", \"asin\": \"B09S6LHYYQ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Safety Work Gloves MicroFoam Nitrile Coated-12 Pairs,Seamless Knit Nylon Gloves,Home Improvement,Micro-Foam Gloves\", \"asin\": \"B095C4ZHSG\", \"price\": \"$34.90\", \"quantity\": \"\"},\n{\"title\": \"EnSure Low Derma Gray Black Powder Free Nitrile Exam Gloves, Extended Cuff (100, X-Large)\", \"asin\": \"B085717QRC\", \"price\": \"$13.30\", \"quantity\": \"\"},\n{\"title\": \"Schneider Vinyl Synthetic Exam Gloves, 4 Mil, Latex Free Disposable Gloves for Medical, Cooking, Cleaning, and Food Prep\", \"asin\": \"B09KTQMMCM\", \"price\": \"$7.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"PACIFIC PPE 2 Pairs Nitrile Chemical Resistant Gloves, Flocked, Resist Strong Acid, Alkali, 15 mil, 12.6\\\", X-Large\", \"asin\": \"B08B5XZ1ZQ\"},\n{\"title\": \"PACIFIC PPE 2 Pairs Nitrile Chemical Resistant Gloves, Flocked, Resist Strong Acid, Alkali, 15 mil, 12.6\\\", Large\", \"asin\": \"B08B5XRB49\"}],\n\"search_results\": [{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Protects Your Computer Safe\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Safety Work Gloves MicroFoam Nitrile Coated-12 Pairs,Seamless Knit Nylon Gloves,Home Improvement,Micro-Foam Gloves\", \"asin\": \"B095C2PS98\", \"price\": \"$34.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Work Gloves MicroFoam Nitrile Coated-6 Pairs,Seamless Knit Nylon Gloves,Gray Work gloves\", \"asin\": \"B092ZR1FR7\", \"price\": \"$21.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Schneider Nitrile Exam Gloves, Black, Medium, 100-ct Box, 4-mil, Latex-Free, Powder-Free, Food-Safe\", \"asin\": \"B09S6LHYYQ\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"KAYGO Safety Work Gloves PU Coated,12 Pairs KG11PB Seamless Knit Glove for Men and Women, with Smooth Grip on Palm and Fingers, Ideal for General Duty Work (Small, Black)\", \"asin\": \"B07P53T1FX\", \"price\": \"$16.96\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anti static work gloves for PC building-2 Pairs,Thin and lightweight all purpose work gloves.\", \"asin\": \"B08R3J3W78\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Protects Your Computer Safe\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Global Glove PUG-17 Lightweight Polyurethane Dipped Work Gloves, Anti-Static/Electrostatic Compliant with Secure Grip, Bare Hand Sensitivity, Black, 12 Pairs, Medium\", \"asin\": \"B07Q6S1H53\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Portwest A198 Antistatic Safety Glove with PU Non Slip Fingertip Coating ANSI, Medium\", \"asin\": \"B00Q371TCC\", \"price\": \"$6.55\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"4 Pairs ESD Anti Static Gloves, PC Gloves with High Resistance Carbon Fiber Anti-static Gloves for PC Building Computer Electronics Installation and Repair (Medium)\", \"asin\": \"B0922W4PM9\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"FOSHIO Vinyl Wrap Gloves, Professional Anti-Static Application Gloves, Carbon Fiber Vinyl Wrap Tool Dust-Free Working Gloves\", \"asin\": \"B0B4Z9DK4R\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"iFixit Anti-Static Wrist Strap (Adjustable up to Size XL) - ESD Grounding Wristband\", \"asin\": \"B00B2T9C8Y\", \"price\": \"$7.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Dowellife Working Gloves for Men and Women, Cut Resistant Work Gloves, Comfortable Gardening Gloves, Durable Mechanics Gloves and Flexible Fishing Gloves (Medium, Grey)\", \"asin\": \"B07R3YDL41\", \"price\": \"$12.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Nomex Summer Flight Gloves \\u2013 Fire-Resistant Tactical Gloves for Pilots, Military, Law Enforcement & Mechanics\", \"asin\": \"B0DSM7K3NC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"2 & 5 & 20 Pairs Black Anti Static Gloves Top Fit Fingertip 13G Carbon Fibers PU Coated ESD Safety Work Gloves\", \"asin\": \"B08ZLWS9PL\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"VSGO Professional Camera Cleaning Gloves Anti-Static for Camera and Sensor Cleaning, Compatible with Precision Instruments, White (DDG-1)\", \"asin\": \"B08DNN5XDF\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"VViViD Grey Professional Vinyl Wrap Anti-Static Applicator Glove Pair (2 Glove Pack)\", \"asin\": \"B0727NK6GL\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"2 & 5 & 20 Pairs Black Anti Static Gloves Top Fit Fingertip 13G Carbon Fibers PU Coated ESD Safety Work Gloves\", \"asin\": \"B08ZLWS9PL\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Black Nitrile Gloves 5 mil, 9.05 in Disposable Gloves Non Latex, Non Sterile Cooking Gloves, 100 pcs, S/M/L/XL Sizes\", \"asin\": \"B0DDNP741V\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Schneider Vinyl Synthetic Exam Gloves, 4 Mil, Latex Free Disposable Gloves for Medical, Cooking, Cleaning, and Food Prep\", \"asin\": \"B09KTQMMCM\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"15 Pairs Cotton Polyester Safety Gloves, Thin and Breathable Anti-Static String Electronic Gloves for Men and Women Quilting, Automotive Daily Work\", \"asin\": \"B0D172MFZ7\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"JDL ESD Work Gloves, Anti-Static Gloves for PC Building, 12 pairs, Computer Installation & Repair, High Resistance Carbon Fiber Gloves, Large\", \"asin\": \"B09XXN73PY\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Apr 30 - Jun 1 for Prime members\"},\n{\"title\": \"FOSHIO Grey Vinyl Wrap Gloves, Professional Carbon Fiber Anti-Static Tint Gloves, Dust-Free Wrap Glove for Wrapping Vinyl\", \"asin\": \"B0CFKKZNBT\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"15 Pairs Cotton Polyester Safety Gloves, Thin and Breathable Anti-Static String Electronic Gloves for Men and Women Quilting, Automotive Daily Work\", \"asin\": \"B0D172MFZ7\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"TECKWRAP Grey Professional Vinyl Wrap Anti-Static Application Gloves (2 Pairs/Pack)\", \"asin\": \"B07RM17DPH\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"VIPER 10 Pairs Anti Static Gloves, Coated Fingertip Grey Carbon Fibers,13G ESD Safety Work Gloves\", \"asin\": \"B082L15Q5Y\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"PU Coated Safety Work Gloves, 12 Pairs Work Gloves Mechanic Working Seamless Knit Glove with Polyurethane Coated Smooth\", \"asin\": \"B0CTZFL2WH\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Anti-static gloves,ESD Gloves for PC building,to protect the safety of computer installation and repair.\", \"asin\": \"B08GLP5VFK\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"ESD Anti Static Gloves, Coated Options, Nylon and Conductive Carbon For Use In Electronics, Semiconductor\", \"asin\": \"B09D8DD5BV\", \"price\": \"$5.00\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"EHDIS Nylon White Working Gloves - Non-slip Vinyl Wrap and PC Building Labor Gloves\", \"asin\": \"B071DV7PLZ\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"TitanFlex Disposable Nitrile Exam Gloves, 6-mil, Black, Heavy Duty Disposable Gloves, Cooking Gloves, Latex Free, Powder Free\", \"asin\": \"B0BR7RY18Y\", \"price\": \"$11.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"HARFINGTON ESD Anti Static Gloves Thickened High Resistance Carbon Fiber Computer Gloves for PC Computer Electronics\", \"asin\": \"B0CNPKS48G\", \"price\": \"$6.79\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"CCyanzi 3 Pairs, Vinyl Wrap Gloves, Carbon Fiber Nylon Medium Gloves, Professional Anti-Static Gloves, Non-Slip Safety Resistant Work Gloves\", \"asin\": \"B0D5XSQHY1\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"10 Pairs White Nylon Gloves Non-slip And Anti-static PU Gloves Suitable for Machining Electronic Assembly Automobile Making Construction Site Logistics Loading And Unloading(20PCS)\", \"asin\": \"B088RCS8XF\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"FINITEX - Black Nitrile Disposable Gloves, 5mil, Powder-free, Medical Exam Latex-Free 100 PCS For Examination Home Cleaning Food Glove (Medium)\", \"asin\": \"B085LKVY5Q\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"JJC Polyester Anti-Static Cleaning Gloves for Cleaning Camera Lens CCD CMOS Sensor or Other Precision Instruments with Free Size -2 Pair\", \"asin\": \"B07KY45SHS\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 18 left in stock - order soon.\"},\n{\"title\": \"10 Pairs Archival Photo Gloves, White Work Gloves for Handling Art Working Photography Womens Cloth Gloves Liners Bulk for Handling Jewelry, Film, Photo, Coin Metal Inspection Men & Women\", \"asin\": \"B07K9P7F98\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"CARTINTS 2 Pairs Anti-Static Work Gloves, Carbon Fiber Car Wrap Gloves for Electronic Device Repair Professionals, the Application of Vinyl Wrap, Window Tint, Touchscreen Gloves, Breathable & Durable\", \"asin\": \"B0D5HQPVLB\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"HARFINGTON ESD Anti Static Gloves PU Coated High Resistance Carbon Fiber Computer Gloves for Electronic\", \"asin\": \"B0CNSHMHPB\", \"price\": \"$6.69\", \"delivery\": \"FREE delivery Thu, Apr 10 for Prime members\"},\n{\"title\": \"12pairs Anti-static Cut Resistant Gloves Durable Safety Wear for Gardening Wood Carving Cutting Tasks Breathable Wear-resistant Comfortable Design Protect Your Hands From Cuts Scrapes\", \"asin\": \"B0CDYP2XZQ\", \"price\": \"$13.93\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"BTYMS 400 Count Latex Finger Cots Small Fingertip Gloves Disposable Finger Rubber Tips Protector Anti-Static\", \"asin\": \"B09P52WHCC\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Vinyl Wrap Gloves, Professional Anti-Static Application Gloves,Dust-Free Working,PC Building(Grey,1 pair)\", \"asin\": \"B095W29S9D\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Schneider Nitrile Exam Gloves, Black, Medium, 100-ct Box, 4-mil, Latex-Free, Powder-Free, Food-Safe\", \"asin\": \"B09S6LHYYQ\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"HARFINGTON ESD Anti Static Gloves Resistance Carbon Fiber Computer Gloves for PC Computer Electronics Installation and Repair\", \"asin\": \"B0CNPG7ZSL\", \"price\": \"$8.19\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"Cotton White Working Gloves 3 Pair of Vinyl Wrap Gloves Professional Anti-Static Application Gloves\", \"asin\": \"B083LVG1WM\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"2 Pair Anti Static Antiskid Glove PU Coated Fingertip Non-slip Durable Breathable Wearable Gloves Home Gardening Cleaning Tool for Women Men, Youth (M green)\", \"asin\": \"B09QGVVB8K\", \"price\": \"$5.98\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"ABN Vinyl Wrap Gloves Car PPF, Large 2-Pack - Anti Static Gloves Film Wrapping Application Installation 4pc (2 Pair)\", \"asin\": \"B0BJXBBDM3\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members Only 11 left in stock - order soon.\"},\n{\"title\": \"12 Pairs ESD Anti Static Gloves, Safety Work Gloves For General Duty Work And Electronic Assembly\", \"asin\": \"B08LNT7BNP\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"12 Pairs ESD Anti-Static Gloves - Fingertip Coated Inspection Gloves for Industrial & ESD Environment (GL4501T)\", \"asin\": \"B0722CQRD3\", \"price\": \"$62.95\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"GANAZONO Wear Resistant Gloves 12 Pairs Anti-static Gloves Nylon Gloves Safety Gloves Protective Gloves Thin Section Work White Comfortable Gloves\", \"asin\": \"B0CBYQ21TR\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery May 1 - Jun 9 for Prime members\"},\n{\"title\": \"Honeywell Home Antistatic Gloves, Gray, XL, PR, tan/off white, 10\", \"asin\": \"B008H4R9BY\", \"price\": \"$9.77\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 16 left in stock - order soon.\"},\n{\"title\": \"ESD Gloves - Heat Resistant - Anti-Static Gloves (10 Pairs, Medium)\", \"asin\": \"B09JTZCPZM\", \"price\": \"$45.00\", \"delivery\": \"FREE delivery Apr 10 - 14\"},\n{\"title\": \"HARFINGTON ESD Anti Static Gloves Coated Resistance Carbon Fiber Computer Gloves\", \"asin\": \"B0CNSH3QS5\", \"price\": \"$13.19\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"HARFINGTON ESD Anti Static Gloves High Resistance Carbon Fiber Computer Gloves for PC Computer Installation and Repair\", \"asin\": \"B0CNPLC52F\", \"price\": \"$12.72\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"Disposable Latex Finger Cots 200pcs (Large), Anti-Static Rubber Fingertips Protective Finger Gloves Applicators for Electronic Repair, Painting, Jewelry Cleaning\", \"asin\": \"B07BQ143BV\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"6 Pairs 20-22cm White Nylon Antistatic Gloves Work Gloves Non Slip Construction Gloves for Inspections Photo Maintenance Work\", \"asin\": \"B0DTPH5TFC\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"uxcell\\u00ae 20 PCS Stripe Electric Working Anti Static Gloves White\", \"asin\": \"B00542WLRY\", \"price\": \"$13.69\", \"delivery\": \"$3.27 delivery Apr 15 - 25 Only 7 left in stock - order soon.\"},\n{\"title\": \"Global Glove PUG-17 Lightweight Polyurethane Dipped Work Gloves, Anti-Static/Electrostatic Compliant with Secure Grip, Bare Hand Sensitivity, Black, 144 Pairs, Large\", \"asin\": \"B00AIYUAVC\", \"price\": \"$157.36\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"ESD-Safe Gloves (10 Pairs) - Cut Resistant, Palm Coated - Anti-Static Gloves\", \"asin\": \"B09H7MMC23\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Apr 10 - 14\"},\n{\"title\": \"PVC Clear Gloves 4.5 mil, 9.05 in Plastic Gloves Disposable Non Latex, Sterile Cooking Gloves, 100 pcs, S/M/L/XL Sizes\", \"asin\": \"B0DD455NDL\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:18:26.288Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"anti static glove\"}],\n\"cart_items\": [{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Protects Your Computer Safe\"},\n{\"bullet_list\": \"Dense carbon fiber provide strong anti-static ability, can replace wrist strap Ergonomic palm design offers extreme comfort and light weight flexibility Finger is coated with polyurethane provides maximum grip and accuracy Great for electronic products, PC assembly, cellphone repair, jewelry and more ThxToms - Offers exceptional quality, outstanding service and unbeatable factory pricing\"},\n{\"asin\": \"B0DQ545612\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"Grey*1 Pair\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:18:36.897Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:18:36.897Z
|
click
|
product_option
|
rule
|
train
| 722 |
2025-04-05T05:18:36.897Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "anti static glove"}],
"cart_items": [{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Protects Your Computer Safe"},
{"bullet_list": "Dense carbon fiber provide strong anti-static ability, can replace wrist strap Ergonomic palm design offers extreme comfort and light weight flexibility Finger is coated with polyurethane provides maximum grip and accuracy Great for electronic products, PC assembly, cellphone repair, jewelry and more ThxToms - Offers exceptional quality, outstanding service and unbeatable factory pricing"},
{"asin": "B0DQ545612"}],
"product_options": [{"Size": "Large"},
{"Color": "Grey*1 Pair"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:18:36.897Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:18:36.897Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:18:36.897Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 722,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"anti static glove\"}],\n\"cart_items\": [{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Protects Your Computer Safe\"},\n{\"bullet_list\": \"Dense carbon fiber provide strong anti-static ability, can replace wrist strap Ergonomic palm design offers extreme comfort and light weight flexibility Finger is coated with polyurethane provides maximum grip and accuracy Great for electronic products, PC assembly, cellphone repair, jewelry and more ThxToms - Offers exceptional quality, outstanding service and unbeatable factory pricing\"},\n{\"asin\": \"B0DQ545612\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"Grey*1 Pair\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:18:36.897Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"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\": \"anti static glove\"}],\n\"cart_items\": [{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Protects Your Computer Safe\"},\n{\"price\": \"$6.99\"},\n{\"bullet_list\": \"Dense carbon fiber provide strong anti-static ability, can replace wrist strap Ergonomic palm design offers extreme comfort and light weight flexibility Finger is coated with polyurethane provides maximum grip and accuracy Great for electronic products, PC assembly, cellphone repair, jewelry and more ThxToms - Offers exceptional quality, outstanding service and unbeatable factory pricing\"},\n{\"asin\": \"B01DP6RQYI\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"Grey*1 Pair\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:18:40.079Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:18:40.079Z
|
purchase
|
B01DP6RQYI
|
rule
|
train
| 723 |
2025-04-05T05:18:40.079Z
|
purchase
|
B01DP6RQYI
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "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": "anti static glove"}],
"cart_items": [{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Protects Your Computer Safe"},
{"price": "$6.99"},
{"bullet_list": "Dense carbon fiber provide strong anti-static ability, can replace wrist strap Ergonomic palm design offers extreme comfort and light weight flexibility Finger is coated with polyurethane provides maximum grip and accuracy Great for electronic products, PC assembly, cellphone repair, jewelry and more ThxToms - Offers exceptional quality, outstanding service and unbeatable factory pricing"},
{"asin": "B01DP6RQYI"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "Large"},
{"Color": "Grey*1 Pair"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:18:40.079Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:18:40.079Z\",\"action\": \"purchase\",\"acion_argument\": \"B01DP6RQYI\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:18:40.079Z\",\"action\": \"purchase\",\"acion_argument\": \"B01DP6RQYI\",}</answer>",
"index": 723,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"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\": \"anti static glove\"}],\n\"cart_items\": [{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Protects Your Computer Safe\"},\n{\"price\": \"$6.99\"},\n{\"bullet_list\": \"Dense carbon fiber provide strong anti-static ability, can replace wrist strap Ergonomic palm design offers extreme comfort and light weight flexibility Finger is coated with polyurethane provides maximum grip and accuracy Great for electronic products, PC assembly, cellphone repair, jewelry and more ThxToms - Offers exceptional quality, outstanding service and unbeatable factory pricing\"},\n{\"asin\": \"B01DP6RQYI\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"Grey*1 Pair\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:18:40.079Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\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\": \"2025-04-05T05:37:11.408Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:37:11.408Z
|
click
|
nav_bar
|
rule
|
train
| 724 |
2025-04-05T05:37:11.408Z
|
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": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
<|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": "2025-04-05T05:37:11.408Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:37:11.408Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:37:11.408Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 724,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\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\": \"2025-04-05T05:37:11.408Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"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\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC EAGLE Anti Static Wrist Strap, 11\\\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\\\" to 8.5\\\". [Regular Size]\", \"asin\": \"B08CXQN86W\", \"price\": \"$5.39\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Anti Static Wrist Strap, 11\\\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair\", \"asin\": \"B0BF5JKZ2F\", \"price\": \"$5.29\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix B850-I Gaming WiFi AMD AM5 B850 Mini-ITX mITX Motherboard 10+2+1 Stages, DDR5, 2.5G LAN, WiFi 7, 2X M.2, PCIe\\u00ae 5.0 x16, USB 20Gbps Type-C\\u00ae, AI Overclocking, AI Networking II, Aura Sync\", \"asin\": \"B0DHCQ1MPZ\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive\", \"asin\": \"B07L9BDY3T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\\u201d x 12\\u201d Grey\", \"asin\": \"B07X7VL7VR\", \"price\": \"$18.89\", \"quantity\": \"\"},\n{\"title\": \"Compressed Air Duster-3 Gear Adjustable 100000RPM Electric Air Duster with LED Light, Rechargeable Cordless Air Blower for Keyboard Electric Devices Cleaning. Replaces Compressed Air Cans (Black)\", \"asin\": \"B0CFQC4DB3\", \"price\": \"$29.44\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"Kimberly-Clark Professional QLZSTWUH Kimtech Science KimWipes Delicate Task Wipers, 4.4 x 8.4 in. 1-ply, 9 Box of 280\", \"asin\": \"B07JZF7T1G\", \"price\": \"$35.49\", \"quantity\": \"\"},\n{\"title\": \"TitanFlex Disposable Nitrile Exam Gloves, 6-mil, Black, Heavy Duty Disposable Gloves, Cooking Gloves, Latex Free, Powder Free\", \"asin\": \"B0BR7SGFCJ\", \"price\": \"$11.89\", \"quantity\": \"\"},\n{\"title\": \"AIDEA Microfiber Cleaning Cloths, 50PK, Microfiber Towels for Cars, Premium All Purpose Car Cloth, Dusting Cloth Cleaning Rags, Absorbent Towels for SUVs, House, Kitchen, Window, 12\\\"\\u00d712\\\"\", \"asin\": \"B07ZF9GTCJ\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"TitanFlex Thor Grip Heavy Duty Black Industrial Nitrile Gloves with Raised Diamond Texture, 8-mil, Latex Free\", \"asin\": \"B0BSSVRX6F\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"NeuroGum Energy Caffeine Gum (90 Pieces) - Sugar Free with L-theanine + Natural Caffeine + Vitamin B12 & B6 - Nootropic Energy & Focus Supplement for Women & Men - Keto & Vegan, Peppermint Flavor\", \"asin\": \"B0CD32WPZV\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"Paint Marker Pens - 5 Colors Permanent Oil Based Paint Markers, Medium Tip, Quick Dry and Waterproof Assorted Color Marker for Metal, Wood, Fabric, Plastic, Rock Painting, Stone, Mugs, Canvas, Glass\", \"asin\": \"B09D9M2R5R\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"delivery\": \"Two-Day FREE delivery Sun, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Large\"}, {\"Color\": \"Grey*1 Pair\"}]},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"delivery\": \"Delivery Thu, Apr 10\", \"selected\": true, \"options\": []},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"}, {\"Size\": \"1000 Watts\"}]},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"32GB (2x16GB)\"}, {\"Style\": \"DDR5-6000 28-36-36-96 1.40V\"}, {\"Color\": \"Silver\"}]}],\n\"saved_items\": [{\"title\": \"AMD Ryzen 9 9950X3D 16-Core Processor\", \"asin\": \"B0DVZSG8D5\", \"price\": \"$869.00\", \"options\": []},\n{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"options\": [{\"Style\": \"Labels\"}]},\n{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:41:07.502Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:41:07.502Z
|
input
|
tryx
|
rule
|
train
| 725 |
2025-04-05T05:41:07.502Z
|
input
|
tryx
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T05:37:11.408Z", "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": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": ""},
{"title": "ARCTIC EAGLE Anti Static Wrist Strap, 11\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\" to 8.5\". [Regular Size]", "asin": "B08CXQN86W", "price": "$5.39", "quantity": ""},
{"title": "STREBITO Anti Static Wrist Strap, 11\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair", "asin": "B0BF5JKZ2F", "price": "$5.29", "quantity": ""},
{"title": "ASUS ROG Strix B850-I Gaming WiFi AMD AM5 B850 Mini-ITX mITX Motherboard 10+2+1 Stages, DDR5, 2.5G LAN, WiFi 7, 2X M.2, PCIe\u00ae 5.0 x16, USB 20Gbps Type-C\u00ae, AI Overclocking, AI Networking II, Aura Sync", "asin": "B0DHCQ1MPZ", "price": "$299.99", "quantity": ""},
{"title": "ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive", "asin": "B07L9BDY3T", "price": "$6.99", "quantity": ""},
{"title": "Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\u201d x 12\u201d Grey", "asin": "B07X7VL7VR", "price": "$18.89", "quantity": ""},
{"title": "Compressed Air Duster-3 Gear Adjustable 100000RPM Electric Air Duster with LED Light, Rechargeable Cordless Air Blower for Keyboard Electric Devices Cleaning. Replaces Compressed Air Cans (Black)", "asin": "B0CFQC4DB3", "price": "$29.44", "quantity": ""},
{"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black", "asin": "B0CHGT1KFJ", "price": "$279.99", "quantity": ""},
{"title": "Kimberly-Clark Professional QLZSTWUH Kimtech Science KimWipes Delicate Task Wipers, 4.4 x 8.4 in. 1-ply, 9 Box of 280", "asin": "B07JZF7T1G", "price": "$35.49", "quantity": ""},
{"title": "TitanFlex Disposable Nitrile Exam Gloves, 6-mil, Black, Heavy Duty Disposable Gloves, Cooking Gloves, Latex Free, Powder Free", "asin": "B0BR7SGFCJ", "price": "$11.89", "quantity": ""},
{"title": "AIDEA Microfiber Cleaning Cloths, 50PK, Microfiber Towels for Cars, Premium All Purpose Car Cloth, Dusting Cloth Cleaning Rags, Absorbent Towels for SUVs, House, Kitchen, Window, 12\"\u00d712\"", "asin": "B07ZF9GTCJ", "price": "$15.99", "quantity": ""},
{"title": "TitanFlex Thor Grip Heavy Duty Black Industrial Nitrile Gloves with Raised Diamond Texture, 8-mil, Latex Free", "asin": "B0BSSVRX6F", "price": "$19.99", "quantity": ""},
{"title": "NeuroGum Energy Caffeine Gum (90 Pieces) - Sugar Free with L-theanine + Natural Caffeine + Vitamin B12 & B6 - Nootropic Energy & Focus Supplement for Women & Men - Keto & Vegan, Peppermint Flavor", "asin": "B0CD32WPZV", "price": "$30.99", "quantity": ""},
{"title": "Paint Marker Pens - 5 Colors Permanent Oil Based Paint Markers, Medium Tip, Quick Dry and Waterproof Assorted Color Marker for Metal, Wood, Fabric, Plastic, Rock Painting, Stone, Mugs, Canvas, Glass", "asin": "B09D9M2R5R", "price": "$9.99", "quantity": ""}],
"active_items": [{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "delivery": "Two-Day FREE delivery Sun, Apr 6 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Large"}, {"Color": "Grey*1 Pair"}]},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "delivery": "Delivery Thu, Apr 10", "selected": true, "options": []},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"}, {"Size": "1000 Watts"}]},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "32GB (2x16GB)"}, {"Style": "DDR5-6000 28-36-36-96 1.40V"}, {"Color": "Silver"}]}],
"saved_items": [{"title": "AMD Ryzen 9 9950X3D 16-Core Processor", "asin": "B0DVZSG8D5", "price": "$869.00", "options": []},
{"title": "Avery Multi-Use Removable Labels, 1/2\" x 3/4\", White, Non-Printable, 525 Blank Labels Total (6737)", "asin": "B004INKGYA", "options": [{"Style": "Labels"}]},
{"title": "Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder", "asin": "B0BQYGHRS8", "options": [{"Size": "4 Pack"}, {"Color": "Black"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:41:07.502Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:41:07.502Z\",\"action\": \"input\",\"acion_argument\": \"tryx\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:41:07.502Z\",\"action\": \"input\",\"acion_argument\": \"tryx\",}</answer>",
"index": 725,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"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\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC EAGLE Anti Static Wrist Strap, 11\\\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\\\" to 8.5\\\". [Regular Size]\", \"asin\": \"B08CXQN86W\", \"price\": \"$5.39\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Anti Static Wrist Strap, 11\\\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair\", \"asin\": \"B0BF5JKZ2F\", \"price\": \"$5.29\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix B850-I Gaming WiFi AMD AM5 B850 Mini-ITX mITX Motherboard 10+2+1 Stages, DDR5, 2.5G LAN, WiFi 7, 2X M.2, PCIe\\u00ae 5.0 x16, USB 20Gbps Type-C\\u00ae, AI Overclocking, AI Networking II, Aura Sync\", \"asin\": \"B0DHCQ1MPZ\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive\", \"asin\": \"B07L9BDY3T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\\u201d x 12\\u201d Grey\", \"asin\": \"B07X7VL7VR\", \"price\": \"$18.89\", \"quantity\": \"\"},\n{\"title\": \"Compressed Air Duster-3 Gear Adjustable 100000RPM Electric Air Duster with LED Light, Rechargeable Cordless Air Blower for Keyboard Electric Devices Cleaning. Replaces Compressed Air Cans (Black)\", \"asin\": \"B0CFQC4DB3\", \"price\": \"$29.44\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"Kimberly-Clark Professional QLZSTWUH Kimtech Science KimWipes Delicate Task Wipers, 4.4 x 8.4 in. 1-ply, 9 Box of 280\", \"asin\": \"B07JZF7T1G\", \"price\": \"$35.49\", \"quantity\": \"\"},\n{\"title\": \"TitanFlex Disposable Nitrile Exam Gloves, 6-mil, Black, Heavy Duty Disposable Gloves, Cooking Gloves, Latex Free, Powder Free\", \"asin\": \"B0BR7SGFCJ\", \"price\": \"$11.89\", \"quantity\": \"\"},\n{\"title\": \"AIDEA Microfiber Cleaning Cloths, 50PK, Microfiber Towels for Cars, Premium All Purpose Car Cloth, Dusting Cloth Cleaning Rags, Absorbent Towels for SUVs, House, Kitchen, Window, 12\\\"\\u00d712\\\"\", \"asin\": \"B07ZF9GTCJ\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"TitanFlex Thor Grip Heavy Duty Black Industrial Nitrile Gloves with Raised Diamond Texture, 8-mil, Latex Free\", \"asin\": \"B0BSSVRX6F\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"NeuroGum Energy Caffeine Gum (90 Pieces) - Sugar Free with L-theanine + Natural Caffeine + Vitamin B12 & B6 - Nootropic Energy & Focus Supplement for Women & Men - Keto & Vegan, Peppermint Flavor\", \"asin\": \"B0CD32WPZV\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"Paint Marker Pens - 5 Colors Permanent Oil Based Paint Markers, Medium Tip, Quick Dry and Waterproof Assorted Color Marker for Metal, Wood, Fabric, Plastic, Rock Painting, Stone, Mugs, Canvas, Glass\", \"asin\": \"B09D9M2R5R\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"delivery\": \"Two-Day FREE delivery Sun, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Large\"}, {\"Color\": \"Grey*1 Pair\"}]},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"delivery\": \"Delivery Thu, Apr 10\", \"selected\": true, \"options\": []},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"}, {\"Size\": \"1000 Watts\"}]},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"32GB (2x16GB)\"}, {\"Style\": \"DDR5-6000 28-36-36-96 1.40V\"}, {\"Color\": \"Silver\"}]}],\n\"saved_items\": [{\"title\": \"AMD Ryzen 9 9950X3D 16-Core Processor\", \"asin\": \"B0DVZSG8D5\", \"price\": \"$869.00\", \"options\": []},\n{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"options\": [{\"Style\": \"Labels\"}]},\n{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:41:07.502Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"tryx\"}],\n\"promotion_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC EAGLE Anti Static Wrist Strap, 11\\\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\\\" to 8.5\\\". [Regular Size]\", \"asin\": \"B08CXQN86W\", \"price\": \"$5.39\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Anti Static Wrist Strap, 11\\\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair\", \"asin\": \"B0BF5JKZ2F\", \"price\": \"$5.29\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix B850-I Gaming WiFi AMD AM5 B850 Mini-ITX mITX Motherboard 10+2+1 Stages, DDR5, 2.5G LAN, WiFi 7, 2X M.2, PCIe\\u00ae 5.0 x16, USB 20Gbps Type-C\\u00ae, AI Overclocking, AI Networking II, Aura Sync\", \"asin\": \"B0DHCQ1MPZ\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive\", \"asin\": \"B07L9BDY3T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\\u201d x 12\\u201d Grey\", \"asin\": \"B07X7VL7VR\", \"price\": \"$18.89\", \"quantity\": \"\"},\n{\"title\": \"Compressed Air Duster-3 Gear Adjustable 100000RPM Electric Air Duster with LED Light, Rechargeable Cordless Air Blower for Keyboard Electric Devices Cleaning. Replaces Compressed Air Cans (Black)\", \"asin\": \"B0CFQC4DB3\", \"price\": \"$29.44\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"Kimberly-Clark Professional QLZSTWUH Kimtech Science KimWipes Delicate Task Wipers, 4.4 x 8.4 in. 1-ply, 9 Box of 280\", \"asin\": \"B07JZF7T1G\", \"price\": \"$35.49\", \"quantity\": \"\"},\n{\"title\": \"TitanFlex Disposable Nitrile Exam Gloves, 6-mil, Black, Heavy Duty Disposable Gloves, Cooking Gloves, Latex Free, Powder Free\", \"asin\": \"B0BR7SGFCJ\", \"price\": \"$11.89\", \"quantity\": \"\"},\n{\"title\": \"AIDEA Microfiber Cleaning Cloths, 50PK, Microfiber Towels for Cars, Premium All Purpose Car Cloth, Dusting Cloth Cleaning Rags, Absorbent Towels for SUVs, House, Kitchen, Window, 12\\\"\\u00d712\\\"\", \"asin\": \"B07ZF9GTCJ\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"TitanFlex Thor Grip Heavy Duty Black Industrial Nitrile Gloves with Raised Diamond Texture, 8-mil, Latex Free\", \"asin\": \"B0BSSVRX6F\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"NeuroGum Energy Caffeine Gum (90 Pieces) - Sugar Free with L-theanine + Natural Caffeine + Vitamin B12 & B6 - Nootropic Energy & Focus Supplement for Women & Men - Keto & Vegan, Peppermint Flavor\", \"asin\": \"B0CD32WPZV\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"Paint Marker Pens - 5 Colors Permanent Oil Based Paint Markers, Medium Tip, Quick Dry and Waterproof Assorted Color Marker for Metal, Wood, Fabric, Plastic, Rock Painting, Stone, Mugs, Canvas, Glass\", \"asin\": \"B09D9M2R5R\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"delivery\": \"Two-Day FREE delivery Sun, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Large\"}, {\"Color\": \"Grey*1 Pair\"}]},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"delivery\": \"Delivery Thu, Apr 10\", \"selected\": true, \"options\": []},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"}, {\"Size\": \"1000 Watts\"}]},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"32GB (2x16GB)\"}, {\"Style\": \"DDR5-6000 28-36-36-96 1.40V\"}, {\"Color\": \"Silver\"}]}],\n\"saved_items\": [{\"title\": \"AMD Ryzen 9 9950X3D 16-Core Processor\", \"asin\": \"B0DVZSG8D5\", \"price\": \"$869.00\", \"options\": []},\n{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"options\": [{\"Style\": \"Labels\"}]},\n{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:41:07.613Z\", // 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
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2025-04-05T05:41:07.613Z
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click
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suggested_term
|
rule
|
train
| 726 |
2025-04-05T05:41:07.613Z
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click
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suggested_term
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "tryx"}],
"promotion_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": ""},
{"title": "ARCTIC EAGLE Anti Static Wrist Strap, 11\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\" to 8.5\". [Regular Size]", "asin": "B08CXQN86W", "price": "$5.39", "quantity": ""},
{"title": "STREBITO Anti Static Wrist Strap, 11\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair", "asin": "B0BF5JKZ2F", "price": "$5.29", "quantity": ""},
{"title": "ASUS ROG Strix B850-I Gaming WiFi AMD AM5 B850 Mini-ITX mITX Motherboard 10+2+1 Stages, DDR5, 2.5G LAN, WiFi 7, 2X M.2, PCIe\u00ae 5.0 x16, USB 20Gbps Type-C\u00ae, AI Overclocking, AI Networking II, Aura Sync", "asin": "B0DHCQ1MPZ", "price": "$299.99", "quantity": ""},
{"title": "ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive", "asin": "B07L9BDY3T", "price": "$6.99", "quantity": ""},
{"title": "Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\u201d x 12\u201d Grey", "asin": "B07X7VL7VR", "price": "$18.89", "quantity": ""},
{"title": "Compressed Air Duster-3 Gear Adjustable 100000RPM Electric Air Duster with LED Light, Rechargeable Cordless Air Blower for Keyboard Electric Devices Cleaning. Replaces Compressed Air Cans (Black)", "asin": "B0CFQC4DB3", "price": "$29.44", "quantity": ""},
{"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black", "asin": "B0CHGT1KFJ", "price": "$279.99", "quantity": ""},
{"title": "Kimberly-Clark Professional QLZSTWUH Kimtech Science KimWipes Delicate Task Wipers, 4.4 x 8.4 in. 1-ply, 9 Box of 280", "asin": "B07JZF7T1G", "price": "$35.49", "quantity": ""},
{"title": "TitanFlex Disposable Nitrile Exam Gloves, 6-mil, Black, Heavy Duty Disposable Gloves, Cooking Gloves, Latex Free, Powder Free", "asin": "B0BR7SGFCJ", "price": "$11.89", "quantity": ""},
{"title": "AIDEA Microfiber Cleaning Cloths, 50PK, Microfiber Towels for Cars, Premium All Purpose Car Cloth, Dusting Cloth Cleaning Rags, Absorbent Towels for SUVs, House, Kitchen, Window, 12\"\u00d712\"", "asin": "B07ZF9GTCJ", "price": "$15.99", "quantity": ""},
{"title": "TitanFlex Thor Grip Heavy Duty Black Industrial Nitrile Gloves with Raised Diamond Texture, 8-mil, Latex Free", "asin": "B0BSSVRX6F", "price": "$19.99", "quantity": ""},
{"title": "NeuroGum Energy Caffeine Gum (90 Pieces) - Sugar Free with L-theanine + Natural Caffeine + Vitamin B12 & B6 - Nootropic Energy & Focus Supplement for Women & Men - Keto & Vegan, Peppermint Flavor", "asin": "B0CD32WPZV", "price": "$30.99", "quantity": ""},
{"title": "Paint Marker Pens - 5 Colors Permanent Oil Based Paint Markers, Medium Tip, Quick Dry and Waterproof Assorted Color Marker for Metal, Wood, Fabric, Plastic, Rock Painting, Stone, Mugs, Canvas, Glass", "asin": "B09D9M2R5R", "price": "$9.99", "quantity": ""}],
"active_items": [{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "delivery": "Two-Day FREE delivery Sun, Apr 6 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Large"}, {"Color": "Grey*1 Pair"}]},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "delivery": "Delivery Thu, Apr 10", "selected": true, "options": []},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"}, {"Size": "1000 Watts"}]},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "32GB (2x16GB)"}, {"Style": "DDR5-6000 28-36-36-96 1.40V"}, {"Color": "Silver"}]}],
"saved_items": [{"title": "AMD Ryzen 9 9950X3D 16-Core Processor", "asin": "B0DVZSG8D5", "price": "$869.00", "options": []},
{"title": "Avery Multi-Use Removable Labels, 1/2\" x 3/4\", White, Non-Printable, 525 Blank Labels Total (6737)", "asin": "B004INKGYA", "options": [{"Style": "Labels"}]},
{"title": "Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder", "asin": "B0BQYGHRS8", "options": [{"Size": "4 Pack"}, {"Color": "Black"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:41:07.613Z", // 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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:41:07.613Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:41:07.613Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 726,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"tryx\"}],\n\"promotion_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC EAGLE Anti Static Wrist Strap, 11\\\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\\\" to 8.5\\\". [Regular Size]\", \"asin\": \"B08CXQN86W\", \"price\": \"$5.39\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Anti Static Wrist Strap, 11\\\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair\", \"asin\": \"B0BF5JKZ2F\", \"price\": \"$5.29\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix B850-I Gaming WiFi AMD AM5 B850 Mini-ITX mITX Motherboard 10+2+1 Stages, DDR5, 2.5G LAN, WiFi 7, 2X M.2, PCIe\\u00ae 5.0 x16, USB 20Gbps Type-C\\u00ae, AI Overclocking, AI Networking II, Aura Sync\", \"asin\": \"B0DHCQ1MPZ\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive\", \"asin\": \"B07L9BDY3T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\\u201d x 12\\u201d Grey\", \"asin\": \"B07X7VL7VR\", \"price\": \"$18.89\", \"quantity\": \"\"},\n{\"title\": \"Compressed Air Duster-3 Gear Adjustable 100000RPM Electric Air Duster with LED Light, Rechargeable Cordless Air Blower for Keyboard Electric Devices Cleaning. Replaces Compressed Air Cans (Black)\", \"asin\": \"B0CFQC4DB3\", \"price\": \"$29.44\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"Kimberly-Clark Professional QLZSTWUH Kimtech Science KimWipes Delicate Task Wipers, 4.4 x 8.4 in. 1-ply, 9 Box of 280\", \"asin\": \"B07JZF7T1G\", \"price\": \"$35.49\", \"quantity\": \"\"},\n{\"title\": \"TitanFlex Disposable Nitrile Exam Gloves, 6-mil, Black, Heavy Duty Disposable Gloves, Cooking Gloves, Latex Free, Powder Free\", \"asin\": \"B0BR7SGFCJ\", \"price\": \"$11.89\", \"quantity\": \"\"},\n{\"title\": \"AIDEA Microfiber Cleaning Cloths, 50PK, Microfiber Towels for Cars, Premium All Purpose Car Cloth, Dusting Cloth Cleaning Rags, Absorbent Towels for SUVs, House, Kitchen, Window, 12\\\"\\u00d712\\\"\", \"asin\": \"B07ZF9GTCJ\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"TitanFlex Thor Grip Heavy Duty Black Industrial Nitrile Gloves with Raised Diamond Texture, 8-mil, Latex Free\", \"asin\": \"B0BSSVRX6F\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"NeuroGum Energy Caffeine Gum (90 Pieces) - Sugar Free with L-theanine + Natural Caffeine + Vitamin B12 & B6 - Nootropic Energy & Focus Supplement for Women & Men - Keto & Vegan, Peppermint Flavor\", \"asin\": \"B0CD32WPZV\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"Paint Marker Pens - 5 Colors Permanent Oil Based Paint Markers, Medium Tip, Quick Dry and Waterproof Assorted Color Marker for Metal, Wood, Fabric, Plastic, Rock Painting, Stone, Mugs, Canvas, Glass\", \"asin\": \"B09D9M2R5R\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"delivery\": \"Two-Day FREE delivery Sun, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Large\"}, {\"Color\": \"Grey*1 Pair\"}]},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"delivery\": \"Delivery Thu, Apr 10\", \"selected\": true, \"options\": []},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"}, {\"Size\": \"1000 Watts\"}]},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"32GB (2x16GB)\"}, {\"Style\": \"DDR5-6000 28-36-36-96 1.40V\"}, {\"Color\": \"Silver\"}]}],\n\"saved_items\": [{\"title\": \"AMD Ryzen 9 9950X3D 16-Core Processor\", \"asin\": \"B0DVZSG8D5\", \"price\": \"$869.00\", \"options\": []},\n{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"options\": [{\"Style\": \"Labels\"}]},\n{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:41:07.613Z\", // 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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"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\": \"tryx panorama 360mm liquid cooler\"}],\n\"cart_items\": [{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"TRYX Panorama SE 360 ARGB 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm Asetek Adela 280w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DQTZFS74\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A20 PWM, Premium Quiet Fan, 4-Pin (200x30mm, Brown)\", \"asin\": \"B071SLFBNY\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-D15 G2, Dual Tower CPU Cooler, Standard All-Round Version Recommended for AMD AM5 and Intel LGA1851 / LGA1700 (Brown)\", \"asin\": \"B0D5B6MXJF\", \"price\": \"$149.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-U14S, Premium CPU Cooler with NF-A15 140mm Fan (Brown)\", \"asin\": \"B00C9FLSLY\", \"price\": \"$79.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"TRYX Panorama SE 360 ARGB White 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm White Asetek Adela 280w TDP Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DQV2CBX1\"},\n{\"title\": \"TRYX Panorama 240 240mm AIO 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Display Customizable AIO Cooler 240mm 8th Gen Asetek Pump 280w TDP with ROTA PRO 120mm Fan LGA 1851/1700/1200/115X AM5/AM4\", \"asin\": \"B0DF4NWSM1\"}],\n\"search_results\": [{\"title\": \"Panorama SE 360 ARGB 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm Asetek Adela 280w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DQTZFS74\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Apr 12 - 17 for Prime members\"},\n{\"title\": \"Panorama 240 ARGB 240mm AIO 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Display Customizable AIO Cooler 240mm Asetek 8th Gen 280w TDP with ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DF2K5WLD\", \"price\": \"$309.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Panorama SE 360 ARGB 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm Asetek Adela 280w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DQTZFS74\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Apr 12 - 17 for Prime members\"},\n{\"title\": \"Panorama 360 ARGB White 360mm AIO 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Display Customizable AIO Cooler 360mm Asetek 8th Gen 320w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DF2CY364\", \"price\": \"$349.99\", \"delivery\": \"FREE delivery Apr 15 - 17 for Prime members\"},\n{\"title\": \"ROG Ryujin III 360 All-in-one Liquid CPU Cooler with 360mm Radiator. Asetek 8th gen Pump, 3X Noctua industrialPPC 120mm Fans, 3.5\\u201d Color LCD\", \"asin\": \"B0C8BVRYB5\", \"price\": \"$257.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"XE360-TR5 360mm All-in-One Liquid Cooler for AMD TR5 / SP6, SST-XE360-TR5\", \"asin\": \"B0D7KYN5PP\", \"price\": \"$429.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"delivery\": \"$17.24 delivery Tue, Apr 15\"},\n{\"title\": \"Kraken Elite 360 RGB 2024 - AIO CPU Liquid Cooler - 360mm Radiator - F360 RGB Core Fan - Customizable 2.72\\\" IPS LCD - NZXT Turbine Pump - AMD\\u00ae AM5, AM4 - Intel\\u00ae LGA 1851/1700, 1200/115X - White\", \"asin\": \"B0D9GWQPDM\", \"price\": \"$319.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Panorama 360 ARGB V1.5 360mm AIO\", \"asin\": \"B0DT4FCYMR\", \"price\": \"$650.21\", \"delivery\": \"FREE delivery Apr 24 - 29\"},\n{\"title\": \"iCUE Link Titan 360 RX RGB Liquid CPU Cooler \\u2013 360mm AIO \\u2013 Low-Noise \\u2013 FlowDrive Cooling Engine \\u2013 Intel LGA 1851/1700, AMD AM5/AM4 \\u2013 3X RX120 RGB Fans \\u2013 iCUE Link System Hub Included \\u2013 Black\", \"asin\": \"B0D6BFBLTK\", \"price\": \"$184.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Panorama 360 ARGB White Curved Screen 360mm AIO and ROTA PRO 120 White High Performance LCP Case Fan Bundle\", \"asin\": \"B0DP7TQH6S\", \"price\": \"$364.99\", \"delivery\": \"\"},\n{\"title\": \"CP1500AVRLCD3 Intelligent LCD UPS System, 1500VA/900W, 12 Outlets, 2 USB Ports, AVR, Mini Tower, Black\", \"asin\": \"B0BCMLLSHL\", \"price\": \"$189.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"ROG Strix LC III 360 ARGB LCD All-in-one CPU Liquid Cooler - Intel\\u00ae LGA 1700, 1200, 115X - AMD Socket AM4, AM5 \\u2013 with 2.1\\\" IPS LCD, Asetek\\u2019s New Gen7 v2 Pump, and Premium ROG ARGB Fans\", \"asin\": \"B0DC1WB2RM\", \"price\": \"$269.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform\", \"asin\": \"B0DVNKR4L9\", \"price\": \"$134.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Panorama 240 White 240mm AIO 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Display Customizable AIO Cooler 240mm 8th Gen Asetek Pump 280w TDP ROTA PRO 120mm Fan LGA 1851/1700/1200/115X AM5/AM4\", \"asin\": \"B0DF4FNBLM\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Mon, Apr 7 Only 19 left in stock - order soon.\"},\n{\"title\": \"FW PRO 360 ARGB Black-360mm AIO CPU Liquid Cooler,IPS LCD Screen with 320 * 320 Resolution,for AM4/AM5/Intel LGA1700/1851,\\u20192.73 inch\\u2019Magnet-Absorbent LCD Screen for Images\", \"asin\": \"B0DK3C8CWF\", \"price\": \"$99.90\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 14 left in stock - order soon.\"},\n{\"title\": \"Liquid Freezer III Pro 360 A-RGB - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWFCVSD\", \"price\": \"$144.99\", \"delivery\": \"$17.20 delivery Tue, Apr 15\"},\n{\"title\": \"FW 360 White ARGB-360mm AIO CPU Liquid Cooler,IPS LCD Screen with 320 * 240 Resolution,for AM4/AM5/Intel LGA1700,\\u20182.4 inch\\u2019Magnet-Absorbent LCD Screen for Images -White\", \"asin\": \"B0D1K859GT\", \"price\": \"$86.90\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"WK-A360 ARGB All-in-One AIO CPU Liquid Cooler, Wandering Knight 360mm Water Cooling System with Dual High-Performance Pump and 3\\u00d7120mm PWM Fans, Compatible with Intel & AMD CPUs (White)\", \"asin\": \"B0CXXTMBG7\", \"price\": \"$109.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Frozen Notte 360 Black ARGB V2 Water Cooling CPU Cooler, 360 Specification CPU Liquid Cooler,3 PWM Fans, S-FDB Bearings, Suitable for AMD:AM4/AM5, Intel LGA 1851/1700/115X/1200/2011\", \"asin\": \"B0BDJYXM2Y\", \"price\": \"$62.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Panorama 240 ARGB White Curved Screen 240mm AIO and ROTA PRO 120 White High Performance LCP Case Fan Bundle\", \"asin\": \"B0DMP1CXQW\", \"price\": \"$324.99\", \"delivery\": \"Only 1 left in stock - order soon.\"},\n{\"title\": \"360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform\", \"asin\": \"B0DVNKR4L9\", \"price\": \"$134.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:48:33.144Z\", // 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
|
2025-04-05T05:48:33.144Z
|
click_product
|
B0DLWGG85P
|
rule
|
train
| 727 |
2025-04-05T05:48:33.144Z
|
click_product
|
B0DLWGG85P
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "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": "tryx panorama 360mm liquid cooler"}],
"cart_items": [{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"promotion_items": [{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": ""},
{"title": "TRYX Panorama SE 360 ARGB 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm Asetek Adela 280w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4", "asin": "B0DQTZFS74", "price": "$279.99", "quantity": ""},
{"title": "Noctua NF-A20 PWM, Premium Quiet Fan, 4-Pin (200x30mm, Brown)", "asin": "B071SLFBNY", "price": "$32.95", "quantity": ""},
{"title": "Noctua NH-D15 G2, Dual Tower CPU Cooler, Standard All-Round Version Recommended for AMD AM5 and Intel LGA1851 / LGA1700 (Brown)", "asin": "B0D5B6MXJF", "price": "$149.95", "quantity": ""},
{"title": "Noctua NH-U14S, Premium CPU Cooler with NF-A15 140mm Fan (Brown)", "asin": "B00C9FLSLY", "price": "$79.95", "quantity": ""}],
"ads": [{"title": "TRYX Panorama SE 360 ARGB White 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm White Asetek Adela 280w TDP Intel LGA 1851/1700/1200/115X AMD AM5/AM4", "asin": "B0DQV2CBX1"},
{"title": "TRYX Panorama 240 240mm AIO 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Display Customizable AIO Cooler 240mm 8th Gen Asetek Pump 280w TDP with ROTA PRO 120mm Fan LGA 1851/1700/1200/115X AM5/AM4", "asin": "B0DF4NWSM1"}],
"search_results": [{"title": "Panorama SE 360 ARGB 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm Asetek Adela 280w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4", "asin": "B0DQTZFS74", "price": "$279.99", "delivery": "FREE delivery Apr 12 - 17 for Prime members"},
{"title": "Panorama 240 ARGB 240mm AIO 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Display Customizable AIO Cooler 240mm Asetek 8th Gen 280w TDP with ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4", "asin": "B0DF2K5WLD", "price": "$309.99", "delivery": "FREE delivery Fri, Apr 11 for Prime members"},
{"title": "Panorama SE 360 ARGB 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm Asetek Adela 280w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4", "asin": "B0DQTZFS74", "price": "$279.99", "delivery": "FREE delivery Apr 12 - 17 for Prime members"},
{"title": "Panorama 360 ARGB White 360mm AIO 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Display Customizable AIO Cooler 360mm Asetek 8th Gen 320w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4", "asin": "B0DF2CY364", "price": "$349.99", "delivery": "FREE delivery Apr 15 - 17 for Prime members"},
{"title": "ROG Ryujin III 360 All-in-one Liquid CPU Cooler with 360mm Radiator. Asetek 8th gen Pump, 3X Noctua industrialPPC 120mm Fans, 3.5\u201d Color LCD", "asin": "B0C8BVRYB5", "price": "$257.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "XE360-TR5 360mm All-in-One Liquid Cooler for AMD TR5 / SP6, SST-XE360-TR5", "asin": "B0D7KYN5PP", "price": "$429.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "delivery": "$17.24 delivery Tue, Apr 15"},
{"title": "Kraken Elite 360 RGB 2024 - AIO CPU Liquid Cooler - 360mm Radiator - F360 RGB Core Fan - Customizable 2.72\" IPS LCD - NZXT Turbine Pump - AMD\u00ae AM5, AM4 - Intel\u00ae LGA 1851/1700, 1200/115X - White", "asin": "B0D9GWQPDM", "price": "$319.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Panorama 360 ARGB V1.5 360mm AIO", "asin": "B0DT4FCYMR", "price": "$650.21", "delivery": "FREE delivery Apr 24 - 29"},
{"title": "iCUE Link Titan 360 RX RGB Liquid CPU Cooler \u2013 360mm AIO \u2013 Low-Noise \u2013 FlowDrive Cooling Engine \u2013 Intel LGA 1851/1700, AMD AM5/AM4 \u2013 3X RX120 RGB Fans \u2013 iCUE Link System Hub Included \u2013 Black", "asin": "B0D6BFBLTK", "price": "$184.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Panorama 360 ARGB White Curved Screen 360mm AIO and ROTA PRO 120 White High Performance LCP Case Fan Bundle", "asin": "B0DP7TQH6S", "price": "$364.99", "delivery": ""},
{"title": "CP1500AVRLCD3 Intelligent LCD UPS System, 1500VA/900W, 12 Outlets, 2 USB Ports, AVR, Mini Tower, Black", "asin": "B0BCMLLSHL", "price": "$189.95", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "ROG Strix LC III 360 ARGB LCD All-in-one CPU Liquid Cooler - Intel\u00ae LGA 1700, 1200, 115X - AMD Socket AM4, AM5 \u2013 with 2.1\" IPS LCD, Asetek\u2019s New Gen7 v2 Pump, and Premium ROG ARGB Fans", "asin": "B0DC1WB2RM", "price": "$269.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform", "asin": "B0DVNKR4L9", "price": "$134.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Panorama 240 White 240mm AIO 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Display Customizable AIO Cooler 240mm 8th Gen Asetek Pump 280w TDP ROTA PRO 120mm Fan LGA 1851/1700/1200/115X AM5/AM4", "asin": "B0DF4FNBLM", "price": "$299.99", "delivery": "FREE delivery Mon, Apr 7 Only 19 left in stock - order soon."},
{"title": "FW PRO 360 ARGB Black-360mm AIO CPU Liquid Cooler,IPS LCD Screen with 320 * 320 Resolution,for AM4/AM5/Intel LGA1700/1851,\u20192.73 inch\u2019Magnet-Absorbent LCD Screen for Images", "asin": "B0DK3C8CWF", "price": "$99.90", "delivery": " Two-Day FREE delivery Sun, Apr 6 Only 14 left in stock - order soon."},
{"title": "Liquid Freezer III Pro 360 A-RGB - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWFCVSD", "price": "$144.99", "delivery": "$17.20 delivery Tue, Apr 15"},
{"title": "FW 360 White ARGB-360mm AIO CPU Liquid Cooler,IPS LCD Screen with 320 * 240 Resolution,for AM4/AM5/Intel LGA1700,\u20182.4 inch\u2019Magnet-Absorbent LCD Screen for Images -White", "asin": "B0D1K859GT", "price": "$86.90", "delivery": "FREE delivery Tue, Apr 8"},
{"title": "WK-A360 ARGB All-in-One AIO CPU Liquid Cooler, Wandering Knight 360mm Water Cooling System with Dual High-Performance Pump and 3\u00d7120mm PWM Fans, Compatible with Intel & AMD CPUs (White)", "asin": "B0CXXTMBG7", "price": "$109.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Frozen Notte 360 Black ARGB V2 Water Cooling CPU Cooler, 360 Specification CPU Liquid Cooler,3 PWM Fans, S-FDB Bearings, Suitable for AMD:AM4/AM5, Intel LGA 1851/1700/115X/1200/2011", "asin": "B0BDJYXM2Y", "price": "$62.90", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Panorama 240 ARGB White Curved Screen 240mm AIO and ROTA PRO 120 White High Performance LCP Case Fan Bundle", "asin": "B0DMP1CXQW", "price": "$324.99", "delivery": "Only 1 left in stock - order soon."},
{"title": "360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform", "asin": "B0DVNKR4L9", "price": "$134.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:48:33.144Z", // 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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:48:33.144Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DLWGG85P\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:48:33.144Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DLWGG85P\",}</answer>",
"index": 727,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"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\": \"tryx panorama 360mm liquid cooler\"}],\n\"cart_items\": [{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"TRYX Panorama SE 360 ARGB 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm Asetek Adela 280w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DQTZFS74\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A20 PWM, Premium Quiet Fan, 4-Pin (200x30mm, Brown)\", \"asin\": \"B071SLFBNY\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-D15 G2, Dual Tower CPU Cooler, Standard All-Round Version Recommended for AMD AM5 and Intel LGA1851 / LGA1700 (Brown)\", \"asin\": \"B0D5B6MXJF\", \"price\": \"$149.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-U14S, Premium CPU Cooler with NF-A15 140mm Fan (Brown)\", \"asin\": \"B00C9FLSLY\", \"price\": \"$79.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"TRYX Panorama SE 360 ARGB White 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm White Asetek Adela 280w TDP Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DQV2CBX1\"},\n{\"title\": \"TRYX Panorama 240 240mm AIO 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Display Customizable AIO Cooler 240mm 8th Gen Asetek Pump 280w TDP with ROTA PRO 120mm Fan LGA 1851/1700/1200/115X AM5/AM4\", \"asin\": \"B0DF4NWSM1\"}],\n\"search_results\": [{\"title\": \"Panorama SE 360 ARGB 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm Asetek Adela 280w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DQTZFS74\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Apr 12 - 17 for Prime members\"},\n{\"title\": \"Panorama 240 ARGB 240mm AIO 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Display Customizable AIO Cooler 240mm Asetek 8th Gen 280w TDP with ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DF2K5WLD\", \"price\": \"$309.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Panorama SE 360 ARGB 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm Asetek Adela 280w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DQTZFS74\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Apr 12 - 17 for Prime members\"},\n{\"title\": \"Panorama 360 ARGB White 360mm AIO 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Display Customizable AIO Cooler 360mm Asetek 8th Gen 320w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DF2CY364\", \"price\": \"$349.99\", \"delivery\": \"FREE delivery Apr 15 - 17 for Prime members\"},\n{\"title\": \"ROG Ryujin III 360 All-in-one Liquid CPU Cooler with 360mm Radiator. Asetek 8th gen Pump, 3X Noctua industrialPPC 120mm Fans, 3.5\\u201d Color LCD\", \"asin\": \"B0C8BVRYB5\", \"price\": \"$257.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"XE360-TR5 360mm All-in-One Liquid Cooler for AMD TR5 / SP6, SST-XE360-TR5\", \"asin\": \"B0D7KYN5PP\", \"price\": \"$429.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"delivery\": \"$17.24 delivery Tue, Apr 15\"},\n{\"title\": \"Kraken Elite 360 RGB 2024 - AIO CPU Liquid Cooler - 360mm Radiator - F360 RGB Core Fan - Customizable 2.72\\\" IPS LCD - NZXT Turbine Pump - AMD\\u00ae AM5, AM4 - Intel\\u00ae LGA 1851/1700, 1200/115X - White\", \"asin\": \"B0D9GWQPDM\", \"price\": \"$319.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Panorama 360 ARGB V1.5 360mm AIO\", \"asin\": \"B0DT4FCYMR\", \"price\": \"$650.21\", \"delivery\": \"FREE delivery Apr 24 - 29\"},\n{\"title\": \"iCUE Link Titan 360 RX RGB Liquid CPU Cooler \\u2013 360mm AIO \\u2013 Low-Noise \\u2013 FlowDrive Cooling Engine \\u2013 Intel LGA 1851/1700, AMD AM5/AM4 \\u2013 3X RX120 RGB Fans \\u2013 iCUE Link System Hub Included \\u2013 Black\", \"asin\": \"B0D6BFBLTK\", \"price\": \"$184.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Panorama 360 ARGB White Curved Screen 360mm AIO and ROTA PRO 120 White High Performance LCP Case Fan Bundle\", \"asin\": \"B0DP7TQH6S\", \"price\": \"$364.99\", \"delivery\": \"\"},\n{\"title\": \"CP1500AVRLCD3 Intelligent LCD UPS System, 1500VA/900W, 12 Outlets, 2 USB Ports, AVR, Mini Tower, Black\", \"asin\": \"B0BCMLLSHL\", \"price\": \"$189.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"ROG Strix LC III 360 ARGB LCD All-in-one CPU Liquid Cooler - Intel\\u00ae LGA 1700, 1200, 115X - AMD Socket AM4, AM5 \\u2013 with 2.1\\\" IPS LCD, Asetek\\u2019s New Gen7 v2 Pump, and Premium ROG ARGB Fans\", \"asin\": \"B0DC1WB2RM\", \"price\": \"$269.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform\", \"asin\": \"B0DVNKR4L9\", \"price\": \"$134.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Panorama 240 White 240mm AIO 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Display Customizable AIO Cooler 240mm 8th Gen Asetek Pump 280w TDP ROTA PRO 120mm Fan LGA 1851/1700/1200/115X AM5/AM4\", \"asin\": \"B0DF4FNBLM\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Mon, Apr 7 Only 19 left in stock - order soon.\"},\n{\"title\": \"FW PRO 360 ARGB Black-360mm AIO CPU Liquid Cooler,IPS LCD Screen with 320 * 320 Resolution,for AM4/AM5/Intel LGA1700/1851,\\u20192.73 inch\\u2019Magnet-Absorbent LCD Screen for Images\", \"asin\": \"B0DK3C8CWF\", \"price\": \"$99.90\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 14 left in stock - order soon.\"},\n{\"title\": \"Liquid Freezer III Pro 360 A-RGB - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWFCVSD\", \"price\": \"$144.99\", \"delivery\": \"$17.20 delivery Tue, Apr 15\"},\n{\"title\": \"FW 360 White ARGB-360mm AIO CPU Liquid Cooler,IPS LCD Screen with 320 * 240 Resolution,for AM4/AM5/Intel LGA1700,\\u20182.4 inch\\u2019Magnet-Absorbent LCD Screen for Images -White\", \"asin\": \"B0D1K859GT\", \"price\": \"$86.90\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"WK-A360 ARGB All-in-One AIO CPU Liquid Cooler, Wandering Knight 360mm Water Cooling System with Dual High-Performance Pump and 3\\u00d7120mm PWM Fans, Compatible with Intel & AMD CPUs (White)\", \"asin\": \"B0CXXTMBG7\", \"price\": \"$109.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Frozen Notte 360 Black ARGB V2 Water Cooling CPU Cooler, 360 Specification CPU Liquid Cooler,3 PWM Fans, S-FDB Bearings, Suitable for AMD:AM4/AM5, Intel LGA 1851/1700/115X/1200/2011\", \"asin\": \"B0BDJYXM2Y\", \"price\": \"$62.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Panorama 240 ARGB White Curved Screen 240mm AIO and ROTA PRO 120 White High Performance LCP Case Fan Bundle\", \"asin\": \"B0DMP1CXQW\", \"price\": \"$324.99\", \"delivery\": \"Only 1 left in stock - order soon.\"},\n{\"title\": \"360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform\", \"asin\": \"B0DVNKR4L9\", \"price\": \"$134.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:48:33.144Z\", // 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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09VH1T1C2\"},\n{\"title\": \"ARCTIC Liquid Freezer III 360 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20131800 RPM, LGA1851 and LGA1700 Contact Frame - Black\"},\n{\"bullet_list\": \"LGA1851 AND LGA1700 CONTACT FRAME: Improved contact pressure distribution through Intel mounting frame for efficient heat transfer, thanks to even CPU contact surface NATIVE AMD OFFSET MOUNTING: Optimized for the multi-die chiplet design of Ryzen processors - 5mm offset for optimal coverage of the CPU hotspot, resulting in more efficient heat transfer ACTIVE COOLING OF THE VOLTAGE CONVERTERS: PWM-controlled VRM fan that additionally cools components in the base area, such as voltage converters INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the jacket of the hoses, which means that only one visible cable is connected to the motherboard LIMITED COMPATIBILITY WITH A FEW MOTHERBOARDS: Oversized coolers on the M.2_1 slot can lead to compatibility problems. An overview and solution is available in the technical data, in the manual and on the manufacturer's website. Please use the compatibility check\"}],\n\"product_options\": [{\"Model\": \"ACFRE00136A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:03:48.549Z\", // 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
|
2025-04-05T06:03:48.549Z
|
click
|
other
|
rule
|
train
| 728 |
2025-04-05T06:03:48.549Z
|
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": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B09VH1T1C2"},
{"title": "ARCTIC Liquid Freezer III 360 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\u20131800 RPM, LGA1851 and LGA1700 Contact Frame - Black"},
{"bullet_list": "LGA1851 AND LGA1700 CONTACT FRAME: Improved contact pressure distribution through Intel mounting frame for efficient heat transfer, thanks to even CPU contact surface NATIVE AMD OFFSET MOUNTING: Optimized for the multi-die chiplet design of Ryzen processors - 5mm offset for optimal coverage of the CPU hotspot, resulting in more efficient heat transfer ACTIVE COOLING OF THE VOLTAGE CONVERTERS: PWM-controlled VRM fan that additionally cools components in the base area, such as voltage converters INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the jacket of the hoses, which means that only one visible cable is connected to the motherboard LIMITED COMPATIBILITY WITH A FEW MOTHERBOARDS: Oversized coolers on the M.2_1 slot can lead to compatibility problems. An overview and solution is available in the technical data, in the manual and on the manufacturer's website. Please use the compatibility check"}],
"product_options": [{"Model": "ACFRE00136A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:03:48.549Z", // 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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:03:48.549Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:03:48.549Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 728,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09VH1T1C2\"},\n{\"title\": \"ARCTIC Liquid Freezer III 360 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20131800 RPM, LGA1851 and LGA1700 Contact Frame - Black\"},\n{\"bullet_list\": \"LGA1851 AND LGA1700 CONTACT FRAME: Improved contact pressure distribution through Intel mounting frame for efficient heat transfer, thanks to even CPU contact surface NATIVE AMD OFFSET MOUNTING: Optimized for the multi-die chiplet design of Ryzen processors - 5mm offset for optimal coverage of the CPU hotspot, resulting in more efficient heat transfer ACTIVE COOLING OF THE VOLTAGE CONVERTERS: PWM-controlled VRM fan that additionally cools components in the base area, such as voltage converters INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the jacket of the hoses, which means that only one visible cable is connected to the motherboard LIMITED COMPATIBILITY WITH A FEW MOTHERBOARDS: Oversized coolers on the M.2_1 slot can lead to compatibility problems. An overview and solution is available in the technical data, in the manual and on the manufacturer's website. Please use the compatibility check\"}],\n\"product_options\": [{\"Model\": \"ACFRE00136A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:03:48.549Z\", // 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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"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\"cart_items\": [{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:06:42.461Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:06:42.461Z
|
purchase
|
B0DLWGG85P
|
rule
|
train
| 729 |
2025-04-05T06:06:42.461Z
|
purchase
|
B0DLWGG85P
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "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": ""}],
"cart_items": [{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:06:42.461Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:06:42.461Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DLWGG85P\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:06:42.461Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DLWGG85P\",}</answer>",
"index": 729,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"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\"cart_items\": [{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:06:42.461Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Noctua NH-U9S, Premium CPU Cooler with NF-A9 92mm Fan (Brown)\", \"asin\": \"B00TBHYYFK\", \"price\": \"$59.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)\", \"asin\": \"B07C5VG64V\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-D15S, Premium Dual-Tower CPU Cooler with NF-A15 PWM 140mm Fan (Brown)\", \"asin\": \"B00XUVGLEU\", \"price\": \"$99.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-U14S, Premium CPU Cooler with NF-A15 140mm Fan (Brown)\", \"asin\": \"B00C9FLSLY\", \"price\": \"$79.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-D15, Premium CPU Cooler with 2X NF-A15 PWM 140mm Fans (Brown)\", \"asin\": \"B00L7UZMAK\", \"price\": \"$109.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-U12A chromax.Black, 120mm Single-Tower CPU Cooler (Black)\", \"asin\": \"B098XP1Y38\", \"price\": \"$129.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-U12A, Premium CPU Cooler with High-Performance Quiet NF-A12x25 PWM Fans (120mm, Brown)\", \"asin\": \"B07PN4RDW3\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)\", \"asin\": \"B09C6DQDNT\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PCCOOLER CPS RZ820 CPU Cooler, 290W Dual Tower CPU Air Cooler, 8 HeatPipes CPU Cooling CPU Fan System with Three Modes PWM Silent Fans, Air Cooler for Intel LGA 1851/1700/1200/115X/20XX,AMD AM4/AM5,BK\", \"asin\": \"B07NW8KWKW\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC Liquid Freezer III 420 A-RGB - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20131900 RPM, LGA1851 and LGA1700 Contact Frame - Black\", \"asin\": \"\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC Liquid Freezer III 420 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20131700 RPM, LGA1851 and LGA1700 Contact Frame - Black\", \"asin\": \"\", \"price\": \"$127.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC Liquid Freezer III 280 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20131700 RPM, LGA1851 and LGA1700 Contact Frame - Black\", \"asin\": \"\", \"price\": \"$111.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"be quiet! Light Loop 360mm | All in One Water Cooling System | BW022\", \"asin\": \"\", \"price\": \"$164.90\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Ryujin III 360 All-in-one Liquid CPU Cooler with 360mm Radiator. Asetek 8th gen Pump, 3X Noctua industrialPPC 120mm Fans, 3.5\\u201d Color LCD\", \"asin\": \"\", \"price\": \"$257.99\", \"quantity\": \"\"},\n{\"title\": \"NZXT 360mm AIO CPU Liquid Cooler with Customizable LCD Display, High-Performance Pump, 3 Fans - Black\", \"asin\": \"\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC P12 PWM PST A-RGB - PC Fan, 120mm PWM Case Fan Optimized for Static Pressure, Semi-Passive: 200\\u20132000 RPM (0 RPM <5%), 5V 3 pin ARGB LED, Single Fan - Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC P12 PWM PST A-RGB (3 Pack) - PC Fans, 120mm PWM Case Fan Optimized for Static Pressure, Semi-Passive: 200\\u20132000 RPM (0 RPM <5%), 5V 3 pin ARGB LED - White\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Antec Flux Pro, 6 x PWM Fans Included, High-Airflow Front Panel with Walnut Wood, iShift PSU 90\\u00b0 Mount, USB3.0 x 2, Type-C, 420mm Radiator Support, Temp. Display, Full-Tower E-ATX PC Case\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Cooler Master 360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Thermalright FW360 Black ARGB CPU AIO Cooler,PC 360 Specification Water Cooler System,IPS LCD Screen with 320x240 Resolution,for AM5&Intel LGA1700/1851,CPU Cooler Comes with 2.4-inch LCD Display\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC Liquid Freezer III 240 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20131800 RPM, LGA1851 and LGA1700 Contact Frame - Black\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"TEAMGROUP T-Force Delta RGB DDR5 Ram 32GB (2x16GB) 6000MHz PC5-48000 CL30 Intel XMP 3.0 & AMD Expo Compatible Desktop Memory Module Ram White FF4D532G6000HC30DC01\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Omni 2 Carry-On Hardside Luggage with 360\\u00b0 Spinner Wheels - Scratch Resistant Hardshell - TSA, Airline-Approved - Expandable Polycarbonate Shell for Lightweight Travel - Midnight Black\", \"asin\": \"\", \"price\": \"$121.34\", \"quantity\": \"\"},\n{\"title\": \"Traveler's Choice Pagosa Indestructible Hardshell Expandable Spinner Luggage, Black, Carry-on\", \"asin\": \"\", \"price\": \"$93.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 21\\\" Hardside Carry-On Luggage, Hardshell Suitcase With Wheels, Expandable For Up to 25% More Space, With Scratch-Resistant Surface, Four Multi-directional Wheels, Navy Blue\", \"asin\": \"\", \"price\": \"$63.99\", \"quantity\": \"\"},\n{\"title\": \"Travelpro Maxlite 5 Softside Expandable Carry on Luggage with 4 Spinner Wheels, Lightweight Suitcase, Men and Women, Black, Carry On 21-Inch\", \"asin\": \"\", \"price\": \"$144.49\", \"quantity\": \"\"},\n{\"title\": \"BAGSMART Carry On Luggage 22x14x9 Airline Approved with TSA Lock,20 Inch Lightweight Luggage with Spinner Wheels,100% PC Hard Shell Carry On Suitcases for Men Women,Royal Blue\", \"asin\": \"\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"SwissGear Sion Softside Expandable Luggage, Black, Carry-On 21-Inch\", \"asin\": \"\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite UpLIFT 19\\\" Lightweight Hardside Carry-On Luggage with Spinner Wheels - Expandable - Airline-Approved, Polycarbonate Hard Suitcase for Ultra Lightweight Travel - Silver Shimmer\", \"asin\": \"\", \"price\": \"$132.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Evolve SE Hardside Expandable Luggage with Double Spinner Wheels, Bass Black, Carry-on\", \"asin\": \"\", \"price\": \"$101.00\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Octiv Lightweight Hardshell 22-Inch Carry-On Luggage -Durable & Impact Resistant, 360\\u00b0 Aero Trac Spinner Wheels, Adjustable Telescopic Handle, Expandable Suitcase, TSA Approved Lock - Black\", \"asin\": \"\", \"price\": \"$170.99\", \"quantity\": \"\"},\n{\"title\": \"KROSER Hardside Expandable Carry On Luggage with Spinner Wheels & Built-in TSA Lock, Durable Suitcase Rolling Luggage with USB Port, Carry-On 20-Inch, White\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"SwissGear 7366 Hardside Expandable Luggage with Spinner Wheels, Black, Carry-On 19-Inch\", \"asin\": \"\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Briggs & Riley Sympatico Hardside Luggage, Olive, 22\\\" Essential Carry-On\", \"asin\": \"\", \"price\": \"$649.00\", \"quantity\": \"\"},\n{\"title\": \"DELSEY PARIS Chatelet Air 2.0 Hardside Luggage with Spinner Wheels, Angora, Carry on 20 Inch\", \"asin\": \"\", \"price\": \"$230.99\", \"quantity\": \"\"},\n{\"title\": \"Virtuosa Hardside 21 Inch Carry On Luggage - Airline Approved with 360\\u00b0 Spinner Wheels, RightHeight\\u2122 Adjustable Handle - Zippered WetPak\\u2122 - TSA Lock - Expandable Light Polycarbonate Shell - Pine Green\", \"asin\": \"\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"JM-FUHAND Anti static work gloves for PC building-2 Pairs,Thin and lightweight all purpose work gloves.\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"4 Pairs ESD Anti Static Gloves, PC Gloves with High Resistance Carbon Fiber Anti-static Gloves for PC Building Computer Electronics Installation and Repair (Medium)\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC EAGLE Anti Static Wrist Strap, 11\\\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\\\" to 8.5\\\". [Regular Size]\", \"asin\": \"\", \"price\": \"$5.39\", \"quantity\": \"\"},\n{\"title\": \"EHDIS Nylon White Working Gloves - Non-slip Vinyl Wrap and PC Building Labor Gloves\", \"asin\": \"\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\\u201d x 12\\u201d Grey\", \"asin\": \"\", \"price\": \"$18.89\", \"quantity\": \"\"},\n{\"title\": \"iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair\", \"asin\": \"\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"VViViD Grey Professional Vinyl Wrap Anti-Static Applicator Glove Pair (2 Glove Pack)\", \"asin\": \"\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"VSGO Professional Camera Cleaning Gloves Anti-Static for Camera and Sensor Cleaning, Compatible with Precision Instruments, White (DDG-1)\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Anti Static Wrist Strap, 11\\\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair\", \"asin\": \"\", \"price\": \"$5.29\", \"quantity\": \"\"},\n{\"title\": \"Premium Heat Resistant 932\\u00b0F Anti Static Mat, HPFIX ESD Mat with Grounding Wire, Grounding Plug, and ESD Wristband, Silicone Soldering Repair Mat for Computer, PC Building, Eelectronics\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Premium Heat Resistant Anti Static Mat for Computer, Laptop, Cellphone Electronics Repair, HPFIX ESD Safe Soldering Mat for for BGA and Gun Soldering Iron, Workbench (17.7\\\" x 13.6\\\")\", \"asin\": \"\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"DEX FIT Nitrile Work Gloves FN330, 3 Pairs, 3D-Comfort Stretchy Fit, Firm Grip, Thin & Lightweight, Touch-Screen Compatible, Durable, Breathable & Cool, Machine Washable; Grey L (9)\", \"asin\": \"\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Anti Static Wrist Strap with grounding Wire ESD Anti Static Wristband Adjustable Coiled Cord Anti Shock Wristband (4)\", \"asin\": \"\", \"price\": \"$7.46\", \"quantity\": \"\"},\n{\"title\": \"iFixit Anti-Static Wrist Strap (Adjustable up to Size XL) - ESD Grounding Wristband\", \"asin\": \"\", \"price\": \"$7.95\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:07:09.035Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:07:09.035Z
|
click
|
nav_bar
|
rule
|
train
| 730 |
2025-04-05T06:07:09.035Z
|
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": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
<|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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"promotion_items": [{"title": "Noctua NH-U9S, Premium CPU Cooler with NF-A9 92mm Fan (Brown)", "asin": "B00TBHYYFK", "price": "$59.95", "quantity": ""},
{"title": "Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)", "asin": "B07C5VG64V", "price": "$32.95", "quantity": ""},
{"title": "Noctua NH-D15S, Premium Dual-Tower CPU Cooler with NF-A15 PWM 140mm Fan (Brown)", "asin": "B00XUVGLEU", "price": "$99.95", "quantity": ""},
{"title": "Noctua NH-U14S, Premium CPU Cooler with NF-A15 140mm Fan (Brown)", "asin": "B00C9FLSLY", "price": "$79.95", "quantity": ""},
{"title": "Noctua NH-D15, Premium CPU Cooler with 2X NF-A15 PWM 140mm Fans (Brown)", "asin": "B00L7UZMAK", "price": "$109.95", "quantity": ""},
{"title": "Noctua NH-U12A chromax.Black, 120mm Single-Tower CPU Cooler (Black)", "asin": "B098XP1Y38", "price": "$129.95", "quantity": ""},
{"title": "Noctua NH-U12A, Premium CPU Cooler with High-Performance Quiet NF-A12x25 PWM Fans (120mm, Brown)", "asin": "B07PN4RDW3", "price": "", "quantity": ""},
{"title": "Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)", "asin": "B09C6DQDNT", "price": "", "quantity": ""},
{"title": "PCCOOLER CPS RZ820 CPU Cooler, 290W Dual Tower CPU Air Cooler, 8 HeatPipes CPU Cooling CPU Fan System with Three Modes PWM Silent Fans, Air Cooler for Intel LGA 1851/1700/1200/115X/20XX,AMD AM4/AM5,BK", "asin": "B07NW8KWKW", "price": "", "quantity": ""},
{"title": "ARCTIC Liquid Freezer III 420 A-RGB - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\u20131900 RPM, LGA1851 and LGA1700 Contact Frame - Black", "asin": "", "price": "$149.99", "quantity": ""},
{"title": "ARCTIC Liquid Freezer III 420 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\u20131700 RPM, LGA1851 and LGA1700 Contact Frame - Black", "asin": "", "price": "$127.99", "quantity": ""},
{"title": "ARCTIC Liquid Freezer III 280 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\u20131700 RPM, LGA1851 and LGA1700 Contact Frame - Black", "asin": "", "price": "$111.99", "quantity": ""},
{"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black", "asin": "", "price": "$279.99", "quantity": ""},
{"title": "be quiet! Light Loop 360mm | All in One Water Cooling System | BW022", "asin": "", "price": "$164.90", "quantity": ""},
{"title": "ASUS ROG Ryujin III 360 All-in-one Liquid CPU Cooler with 360mm Radiator. Asetek 8th gen Pump, 3X Noctua industrialPPC 120mm Fans, 3.5\u201d Color LCD", "asin": "", "price": "$257.99", "quantity": ""},
{"title": "NZXT 360mm AIO CPU Liquid Cooler with Customizable LCD Display, High-Performance Pump, 3 Fans - Black", "asin": "", "price": "$179.99", "quantity": ""},
{"title": "ARCTIC P12 PWM PST A-RGB - PC Fan, 120mm PWM Case Fan Optimized for Static Pressure, Semi-Passive: 200\u20132000 RPM (0 RPM <5%), 5V 3 pin ARGB LED, Single Fan - Black", "asin": "", "price": "", "quantity": ""},
{"title": "ARCTIC P12 PWM PST A-RGB (3 Pack) - PC Fans, 120mm PWM Case Fan Optimized for Static Pressure, Semi-Passive: 200\u20132000 RPM (0 RPM <5%), 5V 3 pin ARGB LED - White", "asin": "", "price": "", "quantity": ""},
{"title": "Antec Flux Pro, 6 x PWM Fans Included, High-Airflow Front Panel with Walnut Wood, iShift PSU 90\u00b0 Mount, USB3.0 x 2, Type-C, 420mm Radiator Support, Temp. Display, Full-Tower E-ATX PC Case", "asin": "", "price": "", "quantity": ""},
{"title": "Cooler Master 360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform", "asin": "", "price": "", "quantity": ""},
{"title": "Thermalright FW360 Black ARGB CPU AIO Cooler,PC 360 Specification Water Cooler System,IPS LCD Screen with 320x240 Resolution,for AM5&Intel LGA1700/1851,CPU Cooler Comes with 2.4-inch LCD Display", "asin": "", "price": "", "quantity": ""},
{"title": "ARCTIC Liquid Freezer III 240 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\u20131800 RPM, LGA1851 and LGA1700 Contact Frame - Black", "asin": "", "quantity": ""},
{"title": "TEAMGROUP T-Force Delta RGB DDR5 Ram 32GB (2x16GB) 6000MHz PC5-48000 CL30 Intel XMP 3.0 & AMD Expo Compatible Desktop Memory Module Ram White FF4D532G6000HC30DC01", "asin": "", "price": "", "quantity": ""},
{"title": "Samsonite Omni 2 Carry-On Hardside Luggage with 360\u00b0 Spinner Wheels - Scratch Resistant Hardshell - TSA, Airline-Approved - Expandable Polycarbonate Shell for Lightweight Travel - Midnight Black", "asin": "", "price": "$121.34", "quantity": ""},
{"title": "Traveler's Choice Pagosa Indestructible Hardshell Expandable Spinner Luggage, Black, Carry-on", "asin": "", "price": "$93.99", "quantity": ""},
{"title": "Amazon Basics 21\" Hardside Carry-On Luggage, Hardshell Suitcase With Wheels, Expandable For Up to 25% More Space, With Scratch-Resistant Surface, Four Multi-directional Wheels, Navy Blue", "asin": "", "price": "$63.99", "quantity": ""},
{"title": "Travelpro Maxlite 5 Softside Expandable Carry on Luggage with 4 Spinner Wheels, Lightweight Suitcase, Men and Women, Black, Carry On 21-Inch", "asin": "", "price": "$144.49", "quantity": ""},
{"title": "BAGSMART Carry On Luggage 22x14x9 Airline Approved with TSA Lock,20 Inch Lightweight Luggage with Spinner Wheels,100% PC Hard Shell Carry On Suitcases for Men Women,Royal Blue", "asin": "", "price": "$79.99", "quantity": ""},
{"title": "SwissGear Sion Softside Expandable Luggage, Black, Carry-On 21-Inch", "asin": "", "price": "$119.99", "quantity": ""},
{"title": "Samsonite UpLIFT 19\" Lightweight Hardside Carry-On Luggage with Spinner Wheels - Expandable - Airline-Approved, Polycarbonate Hard Suitcase for Ultra Lightweight Travel - Silver Shimmer", "asin": "", "price": "$132.99", "quantity": ""},
{"title": "Samsonite Evolve SE Hardside Expandable Luggage with Double Spinner Wheels, Bass Black, Carry-on", "asin": "", "price": "$101.00", "quantity": ""},
{"title": "Samsonite Octiv Lightweight Hardshell 22-Inch Carry-On Luggage -Durable & Impact Resistant, 360\u00b0 Aero Trac Spinner Wheels, Adjustable Telescopic Handle, Expandable Suitcase, TSA Approved Lock - Black", "asin": "", "price": "$170.99", "quantity": ""},
{"title": "KROSER Hardside Expandable Carry On Luggage with Spinner Wheels & Built-in TSA Lock, Durable Suitcase Rolling Luggage with USB Port, Carry-On 20-Inch, White", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "SwissGear 7366 Hardside Expandable Luggage with Spinner Wheels, Black, Carry-On 19-Inch", "asin": "", "price": "$124.99", "quantity": ""},
{"title": "Briggs & Riley Sympatico Hardside Luggage, Olive, 22\" Essential Carry-On", "asin": "", "price": "$649.00", "quantity": ""},
{"title": "DELSEY PARIS Chatelet Air 2.0 Hardside Luggage with Spinner Wheels, Angora, Carry on 20 Inch", "asin": "", "price": "$230.99", "quantity": ""},
{"title": "Virtuosa Hardside 21 Inch Carry On Luggage - Airline Approved with 360\u00b0 Spinner Wheels, RightHeight\u2122 Adjustable Handle - Zippered WetPak\u2122 - TSA Lock - Expandable Light Polycarbonate Shell - Pine Green", "asin": "", "price": "$139.99", "quantity": ""},
{"title": "JM-FUHAND Anti static work gloves for PC building-2 Pairs,Thin and lightweight all purpose work gloves.", "asin": "", "price": "$8.99", "quantity": ""},
{"title": "4 Pairs ESD Anti Static Gloves, PC Gloves with High Resistance Carbon Fiber Anti-static Gloves for PC Building Computer Electronics Installation and Repair (Medium)", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "ARCTIC EAGLE Anti Static Wrist Strap, 11\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\" to 8.5\". [Regular Size]", "asin": "", "price": "$5.39", "quantity": ""},
{"title": "EHDIS Nylon White Working Gloves - Non-slip Vinyl Wrap and PC Building Labor Gloves", "asin": "", "price": "$10.99", "quantity": ""},
{"title": "Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\u201d x 12\u201d Grey", "asin": "", "price": "$18.89", "quantity": ""},
{"title": "iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair", "asin": "", "price": "$29.95", "quantity": ""},
{"title": "VViViD Grey Professional Vinyl Wrap Anti-Static Applicator Glove Pair (2 Glove Pack)", "asin": "", "price": "$9.98", "quantity": ""},
{"title": "VSGO Professional Camera Cleaning Gloves Anti-Static for Camera and Sensor Cleaning, Compatible with Precision Instruments, White (DDG-1)", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "STREBITO Anti Static Wrist Strap, 11\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair", "asin": "", "price": "$5.29", "quantity": ""},
{"title": "Premium Heat Resistant 932\u00b0F Anti Static Mat, HPFIX ESD Mat with Grounding Wire, Grounding Plug, and ESD Wristband, Silicone Soldering Repair Mat for Computer, PC Building, Eelectronics", "asin": "", "price": "$20.99", "quantity": ""},
{"title": "Premium Heat Resistant Anti Static Mat for Computer, Laptop, Cellphone Electronics Repair, HPFIX ESD Safe Soldering Mat for for BGA and Gun Soldering Iron, Workbench (17.7\" x 13.6\")", "asin": "", "price": "$23.39", "quantity": ""},
{"title": "DEX FIT Nitrile Work Gloves FN330, 3 Pairs, 3D-Comfort Stretchy Fit, Firm Grip, Thin & Lightweight, Touch-Screen Compatible, Durable, Breathable & Cool, Machine Washable; Grey L (9)", "asin": "", "price": "$13.99", "quantity": ""},
{"title": "Anti Static Wrist Strap with grounding Wire ESD Anti Static Wristband Adjustable Coiled Cord Anti Shock Wristband (4)", "asin": "", "price": "$7.46", "quantity": ""},
{"title": "iFixit Anti-Static Wrist Strap (Adjustable up to Size XL) - ESD Grounding Wristband", "asin": "", "price": "$7.95", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:07:09.035Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:07:09.035Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:07:09.035Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 730,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Noctua NH-U9S, Premium CPU Cooler with NF-A9 92mm Fan (Brown)\", \"asin\": \"B00TBHYYFK\", \"price\": \"$59.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)\", \"asin\": \"B07C5VG64V\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-D15S, Premium Dual-Tower CPU Cooler with NF-A15 PWM 140mm Fan (Brown)\", \"asin\": \"B00XUVGLEU\", \"price\": \"$99.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-U14S, Premium CPU Cooler with NF-A15 140mm Fan (Brown)\", \"asin\": \"B00C9FLSLY\", \"price\": \"$79.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-D15, Premium CPU Cooler with 2X NF-A15 PWM 140mm Fans (Brown)\", \"asin\": \"B00L7UZMAK\", \"price\": \"$109.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-U12A chromax.Black, 120mm Single-Tower CPU Cooler (Black)\", \"asin\": \"B098XP1Y38\", \"price\": \"$129.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-U12A, Premium CPU Cooler with High-Performance Quiet NF-A12x25 PWM Fans (120mm, Brown)\", \"asin\": \"B07PN4RDW3\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)\", \"asin\": \"B09C6DQDNT\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PCCOOLER CPS RZ820 CPU Cooler, 290W Dual Tower CPU Air Cooler, 8 HeatPipes CPU Cooling CPU Fan System with Three Modes PWM Silent Fans, Air Cooler for Intel LGA 1851/1700/1200/115X/20XX,AMD AM4/AM5,BK\", \"asin\": \"B07NW8KWKW\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC Liquid Freezer III 420 A-RGB - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20131900 RPM, LGA1851 and LGA1700 Contact Frame - Black\", \"asin\": \"\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC Liquid Freezer III 420 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20131700 RPM, LGA1851 and LGA1700 Contact Frame - Black\", \"asin\": \"\", \"price\": \"$127.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC Liquid Freezer III 280 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20131700 RPM, LGA1851 and LGA1700 Contact Frame - Black\", \"asin\": \"\", \"price\": \"$111.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"be quiet! Light Loop 360mm | All in One Water Cooling System | BW022\", \"asin\": \"\", \"price\": \"$164.90\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Ryujin III 360 All-in-one Liquid CPU Cooler with 360mm Radiator. Asetek 8th gen Pump, 3X Noctua industrialPPC 120mm Fans, 3.5\\u201d Color LCD\", \"asin\": \"\", \"price\": \"$257.99\", \"quantity\": \"\"},\n{\"title\": \"NZXT 360mm AIO CPU Liquid Cooler with Customizable LCD Display, High-Performance Pump, 3 Fans - Black\", \"asin\": \"\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC P12 PWM PST A-RGB - PC Fan, 120mm PWM Case Fan Optimized for Static Pressure, Semi-Passive: 200\\u20132000 RPM (0 RPM <5%), 5V 3 pin ARGB LED, Single Fan - Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC P12 PWM PST A-RGB (3 Pack) - PC Fans, 120mm PWM Case Fan Optimized for Static Pressure, Semi-Passive: 200\\u20132000 RPM (0 RPM <5%), 5V 3 pin ARGB LED - White\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Antec Flux Pro, 6 x PWM Fans Included, High-Airflow Front Panel with Walnut Wood, iShift PSU 90\\u00b0 Mount, USB3.0 x 2, Type-C, 420mm Radiator Support, Temp. Display, Full-Tower E-ATX PC Case\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Cooler Master 360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Thermalright FW360 Black ARGB CPU AIO Cooler,PC 360 Specification Water Cooler System,IPS LCD Screen with 320x240 Resolution,for AM5&Intel LGA1700/1851,CPU Cooler Comes with 2.4-inch LCD Display\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC Liquid Freezer III 240 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20131800 RPM, LGA1851 and LGA1700 Contact Frame - Black\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"TEAMGROUP T-Force Delta RGB DDR5 Ram 32GB (2x16GB) 6000MHz PC5-48000 CL30 Intel XMP 3.0 & AMD Expo Compatible Desktop Memory Module Ram White FF4D532G6000HC30DC01\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Omni 2 Carry-On Hardside Luggage with 360\\u00b0 Spinner Wheels - Scratch Resistant Hardshell - TSA, Airline-Approved - Expandable Polycarbonate Shell for Lightweight Travel - Midnight Black\", \"asin\": \"\", \"price\": \"$121.34\", \"quantity\": \"\"},\n{\"title\": \"Traveler's Choice Pagosa Indestructible Hardshell Expandable Spinner Luggage, Black, Carry-on\", \"asin\": \"\", \"price\": \"$93.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 21\\\" Hardside Carry-On Luggage, Hardshell Suitcase With Wheels, Expandable For Up to 25% More Space, With Scratch-Resistant Surface, Four Multi-directional Wheels, Navy Blue\", \"asin\": \"\", \"price\": \"$63.99\", \"quantity\": \"\"},\n{\"title\": \"Travelpro Maxlite 5 Softside Expandable Carry on Luggage with 4 Spinner Wheels, Lightweight Suitcase, Men and Women, Black, Carry On 21-Inch\", \"asin\": \"\", \"price\": \"$144.49\", \"quantity\": \"\"},\n{\"title\": \"BAGSMART Carry On Luggage 22x14x9 Airline Approved with TSA Lock,20 Inch Lightweight Luggage with Spinner Wheels,100% PC Hard Shell Carry On Suitcases for Men Women,Royal Blue\", \"asin\": \"\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"SwissGear Sion Softside Expandable Luggage, Black, Carry-On 21-Inch\", \"asin\": \"\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite UpLIFT 19\\\" Lightweight Hardside Carry-On Luggage with Spinner Wheels - Expandable - Airline-Approved, Polycarbonate Hard Suitcase for Ultra Lightweight Travel - Silver Shimmer\", \"asin\": \"\", \"price\": \"$132.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Evolve SE Hardside Expandable Luggage with Double Spinner Wheels, Bass Black, Carry-on\", \"asin\": \"\", \"price\": \"$101.00\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Octiv Lightweight Hardshell 22-Inch Carry-On Luggage -Durable & Impact Resistant, 360\\u00b0 Aero Trac Spinner Wheels, Adjustable Telescopic Handle, Expandable Suitcase, TSA Approved Lock - Black\", \"asin\": \"\", \"price\": \"$170.99\", \"quantity\": \"\"},\n{\"title\": \"KROSER Hardside Expandable Carry On Luggage with Spinner Wheels & Built-in TSA Lock, Durable Suitcase Rolling Luggage with USB Port, Carry-On 20-Inch, White\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"SwissGear 7366 Hardside Expandable Luggage with Spinner Wheels, Black, Carry-On 19-Inch\", \"asin\": \"\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Briggs & Riley Sympatico Hardside Luggage, Olive, 22\\\" Essential Carry-On\", \"asin\": \"\", \"price\": \"$649.00\", \"quantity\": \"\"},\n{\"title\": \"DELSEY PARIS Chatelet Air 2.0 Hardside Luggage with Spinner Wheels, Angora, Carry on 20 Inch\", \"asin\": \"\", \"price\": \"$230.99\", \"quantity\": \"\"},\n{\"title\": \"Virtuosa Hardside 21 Inch Carry On Luggage - Airline Approved with 360\\u00b0 Spinner Wheels, RightHeight\\u2122 Adjustable Handle - Zippered WetPak\\u2122 - TSA Lock - Expandable Light Polycarbonate Shell - Pine Green\", \"asin\": \"\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"JM-FUHAND Anti static work gloves for PC building-2 Pairs,Thin and lightweight all purpose work gloves.\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"4 Pairs ESD Anti Static Gloves, PC Gloves with High Resistance Carbon Fiber Anti-static Gloves for PC Building Computer Electronics Installation and Repair (Medium)\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC EAGLE Anti Static Wrist Strap, 11\\\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\\\" to 8.5\\\". [Regular Size]\", \"asin\": \"\", \"price\": \"$5.39\", \"quantity\": \"\"},\n{\"title\": \"EHDIS Nylon White Working Gloves - Non-slip Vinyl Wrap and PC Building Labor Gloves\", \"asin\": \"\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\\u201d x 12\\u201d Grey\", \"asin\": \"\", \"price\": \"$18.89\", \"quantity\": \"\"},\n{\"title\": \"iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair\", \"asin\": \"\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"VViViD Grey Professional Vinyl Wrap Anti-Static Applicator Glove Pair (2 Glove Pack)\", \"asin\": \"\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"VSGO Professional Camera Cleaning Gloves Anti-Static for Camera and Sensor Cleaning, Compatible with Precision Instruments, White (DDG-1)\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Anti Static Wrist Strap, 11\\\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair\", \"asin\": \"\", \"price\": \"$5.29\", \"quantity\": \"\"},\n{\"title\": \"Premium Heat Resistant 932\\u00b0F Anti Static Mat, HPFIX ESD Mat with Grounding Wire, Grounding Plug, and ESD Wristband, Silicone Soldering Repair Mat for Computer, PC Building, Eelectronics\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Premium Heat Resistant Anti Static Mat for Computer, Laptop, Cellphone Electronics Repair, HPFIX ESD Safe Soldering Mat for for BGA and Gun Soldering Iron, Workbench (17.7\\\" x 13.6\\\")\", \"asin\": \"\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"DEX FIT Nitrile Work Gloves FN330, 3 Pairs, 3D-Comfort Stretchy Fit, Firm Grip, Thin & Lightweight, Touch-Screen Compatible, Durable, Breathable & Cool, Machine Washable; Grey L (9)\", \"asin\": \"\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Anti Static Wrist Strap with grounding Wire ESD Anti Static Wristband Adjustable Coiled Cord Anti Shock Wristband (4)\", \"asin\": \"\", \"price\": \"$7.46\", \"quantity\": \"\"},\n{\"title\": \"iFixit Anti-Static Wrist Strap (Adjustable up to Size XL) - ESD Grounding Wristband\", \"asin\": \"\", \"price\": \"$7.95\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:07:09.035Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:07:28.184Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:07:28.184Z
|
input
|
lianli hydro
|
rule
|
train
| 731 |
2025-04-05T06:07:28.184Z
|
input
|
lianli hydro
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:07:28.184Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:07:28.184Z\",\"action\": \"input\",\"acion_argument\": \"lianli hydro\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:07:28.184Z\",\"action\": \"input\",\"acion_argument\": \"lianli hydro\",}</answer>",
"index": 731,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:07:28.184Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"lianli hydro\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:07:28.318Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:07:28.318Z
|
click
|
suggested_term
|
rule
|
train
| 732 |
2025-04-05T06:07:28.318Z
|
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": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "lianli hydro"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:07:28.318Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:07:28.318Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:07:28.318Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 732,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"lianli hydro\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:07:28.318Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"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\": \"lianli hydroshift 360\"}],\n\"cart_items\": [{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"TRYX Panorama SE 360 ARGB 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm Asetek Adela 280w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DQTZFS74\"},\n{\"title\": \"TRYX Panorama SE 360 ARGB White 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm White Asetek Adela 280w TDP Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DQV2CBX1\"},\n{\"title\": \"TRYX Panorama 240 240mm AIO 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Display Customizable AIO Cooler 240mm 8th Gen Asetek Pump 280w TDP with ROTA PRO 120mm Fan LGA 1851/1700/1200/115X AM5/AM4\", \"asin\": \"B0DF4NWSM1\"}],\n\"search_results\": [{\"title\": \"Hydroshift 360 AIO - Pre-Installed 3 x 28MM Fans, Side-Mounted Coolant Pathway, 2.88\\u201d LCD Screen 480 x 480 Res. Captured Images & Recorded Videos -LGA 1851,1700, 1200, AM5,4 -Black(HSLCD36SB)\", \"asin\": \"B0D83QQWDD\", \"price\": \"$179.90\", \"delivery\": \"FREE delivery for Prime members Temporarily out of stock.\"},\n{\"title\": \"Liquid Freezer III Pro 360 A-RGB - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWFCVSD\", \"price\": \"$144.99\", \"delivery\": \"$17.20 delivery Tue, Apr 15\"},\n{\"title\": \"Lian Li Hydroshift 360 AIO - Pre-Installed 3 ARGB Fans, Side-Mounted Coolant Pathway,2.88\\u201d LCD Screen 480 x 480 Res. Captured Images & Recorded Videos -LGA 1851,1700, 1200, AM5, AM4 -Black (HSLCD36RB)\", \"asin\": \"B0D83NB2WV\"},\n{\"title\": \"Lian-Li HydroShift LCD 360R Performance 360mm All-In-One ARGB CPU Liquid Cooler - ARGB Fans - Black\", \"asin\": \"B0DBMXNMC8\"},\n{\"title\": \"Lian-Li HydroShift LCD 360S Performance 360mm All-In-One CPU Liquid Cooler - Black\", \"asin\": \"B0DCDGKWM9\"},\n{\"title\": \"Lian-Li HydroShift LCD 360S Performance 360mm All-In-One CPU Liquid Cooler - White\", \"asin\": \"B0DD1VYM36\"},\n{\"title\": \"360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform\", \"asin\": \"B0DVNKR4L9\", \"price\": \"$134.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"GA II LCD 360MM AIO - Asetek 8th Gen - 2.88\\u201d IPS LCD screen liquid cooler - Screen recording for videos and photos - Pre-installed daisy-chained ARGB fans or UNI FAN SL-INF fans (GA2ALCD36INW)\", \"asin\": \"B0CKMS3J1N\", \"price\": \"$244.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"LIANLI LL-HS-LCD-360-N-BK Simple Water Cooling Kit, Fanless Model, HydroShift LCD 360 No Fan Black Side Mount Design, 2.88\\\" Screen, IPS LCD, Japanese Authorized Dealer\", \"asin\": \"B0DMNK4KLM\"},\n{\"title\": \"Lian Li Galahad II Lite Liquid Cooler 360mm RGB Fans\\u2013AIO CPU Water Cooling, Customizable ARGB Pump Block, Low Noise Hydraulic Bearing, Switchable Lid & 28mm PBT Fan for LGA 1700/1851/AM5/4 (GA2L36RB)\", \"asin\": \"B0DP9THWJX\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Only 6 left in stock - order soon.\"},\n{\"title\": \"Lian-Li Galahad II LCD CPU Liquid Cooler - White, 360mm, SL-Infinity Fan\", \"asin\": \"B0CL6FN52B\"},\n{\"title\": \"Lian Li Galahad II Lite Liquid Cooler 360mm RGB Fans\\u2013AIO CPU Water Cooling, Customizable ARGB Pump Block, Low Noise Hydraulic Bearing, Switchable Lid & 28mm PBT Fan for LGA 1700/1851/AM5/4 (GA2L36RB)\", \"asin\": \"B0DP9THWJX\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Only 6 left in stock - order soon.\"},\n{\"title\": \"Lian-Li HSLCD36TW 2.88 in. IPS 480 x 480 Pixels 500 Nits Fan White\", \"asin\": \"B0DGW5L9F8\"},\n{\"title\": \"Lian-Li Galahad II 360 Trinity SL-Inf, AIO Water Cooler, ARGB - Black\", \"asin\": \"B0CCDBYQ2V\", \"price\": \"$259.00\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 2 left in stock - order soon.\"},\n{\"title\": \"Galahad AIO 360 Black- UNI Fan SL120 Edition - GA360SLB\", \"asin\": \"B09JVMVJ3Q\", \"price\": \"$169.00\", \"delivery\": \"$7.48 delivery Wed, Apr 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"LIANLI Water Cooling Kit Galahad Series Galahad II Trinity 360 SL-INF White 1.1 inch (27 mm) Thick Radiator, Equipped with UNI Fan SL-Infinty Integrated Cooling Fan\", \"asin\": \"B0CBV7LM9C\", \"price\": \"$210.15\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9 Only 16 left in stock - order soon.\"},\n{\"title\": \"HyperFlow Silent 360 Black \\u2013 Ultra-Quiet AIO Liquid CPU Cooler, 3100RPM Pump, Triple Silent Fans, High-Efficiency Radiator for Superior Heat Dissipation, Intel & AMD Compatible, ARGB-Free\", \"asin\": \"B0DY2JT3W5\", \"price\": \"$79.90\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Galahad II Trinity Performance 360 Closed Loop ARGB AIO Liquid Double Wave CPU Cooler - Black\", \"asin\": \"B0CNZD995J\", \"price\": \"$169.00\", \"delivery\": \"FREE delivery Apr 12 - 16 for Prime members\"},\n{\"title\": \"Galahad II Trinity 360mm All-in-One ARGB CPU Liquid Cooler - White\", \"asin\": \"B0CD79CD72\"},\n{\"title\": \"Galahad II Trinity SL-INF 360mm All-in-One ARGB CPU Liquid Cooler - White\", \"asin\": \"B0CD759GSY\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:08:10.753Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:08:10.753Z
|
click
|
search
|
rule
|
train
| 733 |
2025-04-05T06:08:10.753Z
|
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": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "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": "lianli hydroshift 360"}],
"cart_items": [{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"ads": [{"title": "TRYX Panorama SE 360 ARGB 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm Asetek Adela 280w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4", "asin": "B0DQTZFS74"},
{"title": "TRYX Panorama SE 360 ARGB White 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm White Asetek Adela 280w TDP Intel LGA 1851/1700/1200/115X AMD AM5/AM4", "asin": "B0DQV2CBX1"},
{"title": "TRYX Panorama 240 240mm AIO 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Display Customizable AIO Cooler 240mm 8th Gen Asetek Pump 280w TDP with ROTA PRO 120mm Fan LGA 1851/1700/1200/115X AM5/AM4", "asin": "B0DF4NWSM1"}],
"search_results": [{"title": "Hydroshift 360 AIO - Pre-Installed 3 x 28MM Fans, Side-Mounted Coolant Pathway, 2.88\u201d LCD Screen 480 x 480 Res. Captured Images & Recorded Videos -LGA 1851,1700, 1200, AM5,4 -Black(HSLCD36SB)", "asin": "B0D83QQWDD", "price": "$179.90", "delivery": "FREE delivery for Prime members Temporarily out of stock."},
{"title": "Liquid Freezer III Pro 360 A-RGB - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWFCVSD", "price": "$144.99", "delivery": "$17.20 delivery Tue, Apr 15"},
{"title": "Lian Li Hydroshift 360 AIO - Pre-Installed 3 ARGB Fans, Side-Mounted Coolant Pathway,2.88\u201d LCD Screen 480 x 480 Res. Captured Images & Recorded Videos -LGA 1851,1700, 1200, AM5, AM4 -Black (HSLCD36RB)", "asin": "B0D83NB2WV"},
{"title": "Lian-Li HydroShift LCD 360R Performance 360mm All-In-One ARGB CPU Liquid Cooler - ARGB Fans - Black", "asin": "B0DBMXNMC8"},
{"title": "Lian-Li HydroShift LCD 360S Performance 360mm All-In-One CPU Liquid Cooler - Black", "asin": "B0DCDGKWM9"},
{"title": "Lian-Li HydroShift LCD 360S Performance 360mm All-In-One CPU Liquid Cooler - White", "asin": "B0DD1VYM36"},
{"title": "360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform", "asin": "B0DVNKR4L9", "price": "$134.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "GA II LCD 360MM AIO - Asetek 8th Gen - 2.88\u201d IPS LCD screen liquid cooler - Screen recording for videos and photos - Pre-installed daisy-chained ARGB fans or UNI FAN SL-INF fans (GA2ALCD36INW)", "asin": "B0CKMS3J1N", "price": "$244.99", "delivery": "FREE delivery Tue, Apr 8"},
{"title": "LIANLI LL-HS-LCD-360-N-BK Simple Water Cooling Kit, Fanless Model, HydroShift LCD 360 No Fan Black Side Mount Design, 2.88\" Screen, IPS LCD, Japanese Authorized Dealer", "asin": "B0DMNK4KLM"},
{"title": "Lian Li Galahad II Lite Liquid Cooler 360mm RGB Fans\u2013AIO CPU Water Cooling, Customizable ARGB Pump Block, Low Noise Hydraulic Bearing, Switchable Lid & 28mm PBT Fan for LGA 1700/1851/AM5/4 (GA2L36RB)", "asin": "B0DP9THWJX", "price": "$99.99", "delivery": "FREE delivery Mon, Apr 14 for Prime members Only 6 left in stock - order soon."},
{"title": "Lian-Li Galahad II LCD CPU Liquid Cooler - White, 360mm, SL-Infinity Fan", "asin": "B0CL6FN52B"},
{"title": "Lian Li Galahad II Lite Liquid Cooler 360mm RGB Fans\u2013AIO CPU Water Cooling, Customizable ARGB Pump Block, Low Noise Hydraulic Bearing, Switchable Lid & 28mm PBT Fan for LGA 1700/1851/AM5/4 (GA2L36RB)", "asin": "B0DP9THWJX", "price": "$99.99", "delivery": "FREE delivery Mon, Apr 14 for Prime members Only 6 left in stock - order soon."},
{"title": "Lian-Li HSLCD36TW 2.88 in. IPS 480 x 480 Pixels 500 Nits Fan White", "asin": "B0DGW5L9F8"},
{"title": "Lian-Li Galahad II 360 Trinity SL-Inf, AIO Water Cooler, ARGB - Black", "asin": "B0CCDBYQ2V", "price": "$259.00", "delivery": " Two-Day FREE delivery Sun, Apr 6 Only 2 left in stock - order soon."},
{"title": "Galahad AIO 360 Black- UNI Fan SL120 Edition - GA360SLB", "asin": "B09JVMVJ3Q", "price": "$169.00", "delivery": "$7.48 delivery Wed, Apr 16 Only 1 left in stock - order soon."},
{"title": "LIANLI Water Cooling Kit Galahad Series Galahad II Trinity 360 SL-INF White 1.1 inch (27 mm) Thick Radiator, Equipped with UNI Fan SL-Infinty Integrated Cooling Fan", "asin": "B0CBV7LM9C", "price": "$210.15", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9 Only 16 left in stock - order soon."},
{"title": "HyperFlow Silent 360 Black \u2013 Ultra-Quiet AIO Liquid CPU Cooler, 3100RPM Pump, Triple Silent Fans, High-Efficiency Radiator for Superior Heat Dissipation, Intel & AMD Compatible, ARGB-Free", "asin": "B0DY2JT3W5", "price": "$79.90", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Galahad II Trinity Performance 360 Closed Loop ARGB AIO Liquid Double Wave CPU Cooler - Black", "asin": "B0CNZD995J", "price": "$169.00", "delivery": "FREE delivery Apr 12 - 16 for Prime members"},
{"title": "Galahad II Trinity 360mm All-in-One ARGB CPU Liquid Cooler - White", "asin": "B0CD79CD72"},
{"title": "Galahad II Trinity SL-INF 360mm All-in-One ARGB CPU Liquid Cooler - White", "asin": "B0CD759GSY"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:08:10.753Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:08:10.753Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:08:10.753Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 733,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"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\": \"lianli hydroshift 360\"}],\n\"cart_items\": [{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"TRYX Panorama SE 360 ARGB 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm Asetek Adela 280w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DQTZFS74\"},\n{\"title\": \"TRYX Panorama SE 360 ARGB White 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm White Asetek Adela 280w TDP Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DQV2CBX1\"},\n{\"title\": \"TRYX Panorama 240 240mm AIO 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Display Customizable AIO Cooler 240mm 8th Gen Asetek Pump 280w TDP with ROTA PRO 120mm Fan LGA 1851/1700/1200/115X AM5/AM4\", \"asin\": \"B0DF4NWSM1\"}],\n\"search_results\": [{\"title\": \"Hydroshift 360 AIO - Pre-Installed 3 x 28MM Fans, Side-Mounted Coolant Pathway, 2.88\\u201d LCD Screen 480 x 480 Res. Captured Images & Recorded Videos -LGA 1851,1700, 1200, AM5,4 -Black(HSLCD36SB)\", \"asin\": \"B0D83QQWDD\", \"price\": \"$179.90\", \"delivery\": \"FREE delivery for Prime members Temporarily out of stock.\"},\n{\"title\": \"Liquid Freezer III Pro 360 A-RGB - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWFCVSD\", \"price\": \"$144.99\", \"delivery\": \"$17.20 delivery Tue, Apr 15\"},\n{\"title\": \"Lian Li Hydroshift 360 AIO - Pre-Installed 3 ARGB Fans, Side-Mounted Coolant Pathway,2.88\\u201d LCD Screen 480 x 480 Res. Captured Images & Recorded Videos -LGA 1851,1700, 1200, AM5, AM4 -Black (HSLCD36RB)\", \"asin\": \"B0D83NB2WV\"},\n{\"title\": \"Lian-Li HydroShift LCD 360R Performance 360mm All-In-One ARGB CPU Liquid Cooler - ARGB Fans - Black\", \"asin\": \"B0DBMXNMC8\"},\n{\"title\": \"Lian-Li HydroShift LCD 360S Performance 360mm All-In-One CPU Liquid Cooler - Black\", \"asin\": \"B0DCDGKWM9\"},\n{\"title\": \"Lian-Li HydroShift LCD 360S Performance 360mm All-In-One CPU Liquid Cooler - White\", \"asin\": \"B0DD1VYM36\"},\n{\"title\": \"360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform\", \"asin\": \"B0DVNKR4L9\", \"price\": \"$134.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"GA II LCD 360MM AIO - Asetek 8th Gen - 2.88\\u201d IPS LCD screen liquid cooler - Screen recording for videos and photos - Pre-installed daisy-chained ARGB fans or UNI FAN SL-INF fans (GA2ALCD36INW)\", \"asin\": \"B0CKMS3J1N\", \"price\": \"$244.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"LIANLI LL-HS-LCD-360-N-BK Simple Water Cooling Kit, Fanless Model, HydroShift LCD 360 No Fan Black Side Mount Design, 2.88\\\" Screen, IPS LCD, Japanese Authorized Dealer\", \"asin\": \"B0DMNK4KLM\"},\n{\"title\": \"Lian Li Galahad II Lite Liquid Cooler 360mm RGB Fans\\u2013AIO CPU Water Cooling, Customizable ARGB Pump Block, Low Noise Hydraulic Bearing, Switchable Lid & 28mm PBT Fan for LGA 1700/1851/AM5/4 (GA2L36RB)\", \"asin\": \"B0DP9THWJX\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Only 6 left in stock - order soon.\"},\n{\"title\": \"Lian-Li Galahad II LCD CPU Liquid Cooler - White, 360mm, SL-Infinity Fan\", \"asin\": \"B0CL6FN52B\"},\n{\"title\": \"Lian Li Galahad II Lite Liquid Cooler 360mm RGB Fans\\u2013AIO CPU Water Cooling, Customizable ARGB Pump Block, Low Noise Hydraulic Bearing, Switchable Lid & 28mm PBT Fan for LGA 1700/1851/AM5/4 (GA2L36RB)\", \"asin\": \"B0DP9THWJX\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Only 6 left in stock - order soon.\"},\n{\"title\": \"Lian-Li HSLCD36TW 2.88 in. IPS 480 x 480 Pixels 500 Nits Fan White\", \"asin\": \"B0DGW5L9F8\"},\n{\"title\": \"Lian-Li Galahad II 360 Trinity SL-Inf, AIO Water Cooler, ARGB - Black\", \"asin\": \"B0CCDBYQ2V\", \"price\": \"$259.00\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 2 left in stock - order soon.\"},\n{\"title\": \"Galahad AIO 360 Black- UNI Fan SL120 Edition - GA360SLB\", \"asin\": \"B09JVMVJ3Q\", \"price\": \"$169.00\", \"delivery\": \"$7.48 delivery Wed, Apr 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"LIANLI Water Cooling Kit Galahad Series Galahad II Trinity 360 SL-INF White 1.1 inch (27 mm) Thick Radiator, Equipped with UNI Fan SL-Infinty Integrated Cooling Fan\", \"asin\": \"B0CBV7LM9C\", \"price\": \"$210.15\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9 Only 16 left in stock - order soon.\"},\n{\"title\": \"HyperFlow Silent 360 Black \\u2013 Ultra-Quiet AIO Liquid CPU Cooler, 3100RPM Pump, Triple Silent Fans, High-Efficiency Radiator for Superior Heat Dissipation, Intel & AMD Compatible, ARGB-Free\", \"asin\": \"B0DY2JT3W5\", \"price\": \"$79.90\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Galahad II Trinity Performance 360 Closed Loop ARGB AIO Liquid Double Wave CPU Cooler - Black\", \"asin\": \"B0CNZD995J\", \"price\": \"$169.00\", \"delivery\": \"FREE delivery Apr 12 - 16 for Prime members\"},\n{\"title\": \"Galahad II Trinity 360mm All-in-One ARGB CPU Liquid Cooler - White\", \"asin\": \"B0CD79CD72\"},\n{\"title\": \"Galahad II Trinity SL-INF 360mm All-in-One ARGB CPU Liquid Cooler - White\", \"asin\": \"B0CD759GSY\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:08:10.753Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"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\": \"lianli hydroshift 360\"}],\n\"cart_items\": [{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"TRYX Panorama SE 360 ARGB 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm Asetek Adela 280w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DQTZFS74\"},\n{\"title\": \"TRYX Panorama SE 360 ARGB White 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm White Asetek Adela 280w TDP Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DQV2CBX1\"},\n{\"title\": \"TRYX Panorama 240 240mm AIO 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Display Customizable AIO Cooler 240mm 8th Gen Asetek Pump 280w TDP with ROTA PRO 120mm Fan LGA 1851/1700/1200/115X AM5/AM4\", \"asin\": \"B0DF4NWSM1\"}],\n\"search_results\": [{\"title\": \"Hydroshift 360 AIO - Pre-Installed 3 x 28MM Fans, Side-Mounted Coolant Pathway, 2.88\\u201d LCD Screen 480 x 480 Res. Captured Images & Recorded Videos -LGA 1851,1700, 1200, AM5,4 -Black(HSLCD36SB)\", \"asin\": \"B0D83QQWDD\", \"price\": \"$179.90\", \"delivery\": \"FREE delivery for Prime members Temporarily out of stock.\"},\n{\"title\": \"Liquid Freezer III Pro 360 A-RGB - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWFCVSD\", \"price\": \"$144.99\", \"delivery\": \"$17.20 delivery Tue, Apr 15\"},\n{\"title\": \"Lian Li Hydroshift 360 AIO - Pre-Installed 3 ARGB Fans, Side-Mounted Coolant Pathway,2.88\\u201d LCD Screen 480 x 480 Res. Captured Images & Recorded Videos -LGA 1851,1700, 1200, AM5, AM4 -Black (HSLCD36RB)\", \"asin\": \"B0D83NB2WV\"},\n{\"title\": \"Lian-Li HydroShift LCD 360R Performance 360mm All-In-One ARGB CPU Liquid Cooler - ARGB Fans - Black\", \"asin\": \"B0DBMXNMC8\"},\n{\"title\": \"Lian-Li HydroShift LCD 360S Performance 360mm All-In-One CPU Liquid Cooler - Black\", \"asin\": \"B0DCDGKWM9\"},\n{\"title\": \"Lian-Li HydroShift LCD 360S Performance 360mm All-In-One CPU Liquid Cooler - White\", \"asin\": \"B0DD1VYM36\"},\n{\"title\": \"360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform\", \"asin\": \"B0DVNKR4L9\", \"price\": \"$134.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"GA II LCD 360MM AIO - Asetek 8th Gen - 2.88\\u201d IPS LCD screen liquid cooler - Screen recording for videos and photos - Pre-installed daisy-chained ARGB fans or UNI FAN SL-INF fans (GA2ALCD36INW)\", \"asin\": \"B0CKMS3J1N\", \"price\": \"$244.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"LIANLI LL-HS-LCD-360-N-BK Simple Water Cooling Kit, Fanless Model, HydroShift LCD 360 No Fan Black Side Mount Design, 2.88\\\" Screen, IPS LCD, Japanese Authorized Dealer\", \"asin\": \"B0DMNK4KLM\"},\n{\"title\": \"Lian Li Galahad II Lite Liquid Cooler 360mm RGB Fans\\u2013AIO CPU Water Cooling, Customizable ARGB Pump Block, Low Noise Hydraulic Bearing, Switchable Lid & 28mm PBT Fan for LGA 1700/1851/AM5/4 (GA2L36RB)\", \"asin\": \"B0DP9THWJX\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Only 6 left in stock - order soon.\"},\n{\"title\": \"Lian-Li Galahad II LCD CPU Liquid Cooler - White, 360mm, SL-Infinity Fan\", \"asin\": \"B0CL6FN52B\"},\n{\"title\": \"Lian Li Galahad II Lite Liquid Cooler 360mm RGB Fans\\u2013AIO CPU Water Cooling, Customizable ARGB Pump Block, Low Noise Hydraulic Bearing, Switchable Lid & 28mm PBT Fan for LGA 1700/1851/AM5/4 (GA2L36RB)\", \"asin\": \"B0DP9THWJX\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Only 6 left in stock - order soon.\"},\n{\"title\": \"Lian-Li HSLCD36TW 2.88 in. IPS 480 x 480 Pixels 500 Nits Fan White\", \"asin\": \"B0DGW5L9F8\"},\n{\"title\": \"Lian-Li Galahad II 360 Trinity SL-Inf, AIO Water Cooler, ARGB - Black\", \"asin\": \"B0CCDBYQ2V\", \"price\": \"$259.00\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 2 left in stock - order soon.\"},\n{\"title\": \"Galahad AIO 360 Black- UNI Fan SL120 Edition - GA360SLB\", \"asin\": \"B09JVMVJ3Q\", \"price\": \"$169.00\", \"delivery\": \"$7.48 delivery Wed, Apr 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"LIANLI Water Cooling Kit Galahad Series Galahad II Trinity 360 SL-INF White 1.1 inch (27 mm) Thick Radiator, Equipped with UNI Fan SL-Infinty Integrated Cooling Fan\", \"asin\": \"B0CBV7LM9C\", \"price\": \"$210.15\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9 Only 16 left in stock - order soon.\"},\n{\"title\": \"HyperFlow Silent 360 Black \\u2013 Ultra-Quiet AIO Liquid CPU Cooler, 3100RPM Pump, Triple Silent Fans, High-Efficiency Radiator for Superior Heat Dissipation, Intel & AMD Compatible, ARGB-Free\", \"asin\": \"B0DY2JT3W5\", \"price\": \"$79.90\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Galahad II Trinity Performance 360 Closed Loop ARGB AIO Liquid Double Wave CPU Cooler - Black\", \"asin\": \"B0CNZD995J\", \"price\": \"$169.00\", \"delivery\": \"FREE delivery Apr 12 - 16 for Prime members\"},\n{\"title\": \"Galahad II Trinity 360mm All-in-One ARGB CPU Liquid Cooler - White\", \"asin\": \"B0CD79CD72\"},\n{\"title\": \"Galahad II Trinity SL-INF 360mm All-in-One ARGB CPU Liquid Cooler - White\", \"asin\": \"B0CD759GSY\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:08:12.168Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:08:12.168Z
|
input
|
lianli hydroshift 360
|
rule
|
train
| 734 |
2025-04-05T06:08:12.168Z
|
input
|
lianli hydroshift 360
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "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": "lianli hydroshift 360"}],
"cart_items": [{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"ads": [{"title": "TRYX Panorama SE 360 ARGB 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm Asetek Adela 280w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4", "asin": "B0DQTZFS74"},
{"title": "TRYX Panorama SE 360 ARGB White 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm White Asetek Adela 280w TDP Intel LGA 1851/1700/1200/115X AMD AM5/AM4", "asin": "B0DQV2CBX1"},
{"title": "TRYX Panorama 240 240mm AIO 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Display Customizable AIO Cooler 240mm 8th Gen Asetek Pump 280w TDP with ROTA PRO 120mm Fan LGA 1851/1700/1200/115X AM5/AM4", "asin": "B0DF4NWSM1"}],
"search_results": [{"title": "Hydroshift 360 AIO - Pre-Installed 3 x 28MM Fans, Side-Mounted Coolant Pathway, 2.88\u201d LCD Screen 480 x 480 Res. Captured Images & Recorded Videos -LGA 1851,1700, 1200, AM5,4 -Black(HSLCD36SB)", "asin": "B0D83QQWDD", "price": "$179.90", "delivery": "FREE delivery for Prime members Temporarily out of stock."},
{"title": "Liquid Freezer III Pro 360 A-RGB - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWFCVSD", "price": "$144.99", "delivery": "$17.20 delivery Tue, Apr 15"},
{"title": "Lian Li Hydroshift 360 AIO - Pre-Installed 3 ARGB Fans, Side-Mounted Coolant Pathway,2.88\u201d LCD Screen 480 x 480 Res. Captured Images & Recorded Videos -LGA 1851,1700, 1200, AM5, AM4 -Black (HSLCD36RB)", "asin": "B0D83NB2WV"},
{"title": "Lian-Li HydroShift LCD 360R Performance 360mm All-In-One ARGB CPU Liquid Cooler - ARGB Fans - Black", "asin": "B0DBMXNMC8"},
{"title": "Lian-Li HydroShift LCD 360S Performance 360mm All-In-One CPU Liquid Cooler - Black", "asin": "B0DCDGKWM9"},
{"title": "Lian-Li HydroShift LCD 360S Performance 360mm All-In-One CPU Liquid Cooler - White", "asin": "B0DD1VYM36"},
{"title": "360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform", "asin": "B0DVNKR4L9", "price": "$134.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "GA II LCD 360MM AIO - Asetek 8th Gen - 2.88\u201d IPS LCD screen liquid cooler - Screen recording for videos and photos - Pre-installed daisy-chained ARGB fans or UNI FAN SL-INF fans (GA2ALCD36INW)", "asin": "B0CKMS3J1N", "price": "$244.99", "delivery": "FREE delivery Tue, Apr 8"},
{"title": "LIANLI LL-HS-LCD-360-N-BK Simple Water Cooling Kit, Fanless Model, HydroShift LCD 360 No Fan Black Side Mount Design, 2.88\" Screen, IPS LCD, Japanese Authorized Dealer", "asin": "B0DMNK4KLM"},
{"title": "Lian Li Galahad II Lite Liquid Cooler 360mm RGB Fans\u2013AIO CPU Water Cooling, Customizable ARGB Pump Block, Low Noise Hydraulic Bearing, Switchable Lid & 28mm PBT Fan for LGA 1700/1851/AM5/4 (GA2L36RB)", "asin": "B0DP9THWJX", "price": "$99.99", "delivery": "FREE delivery Mon, Apr 14 for Prime members Only 6 left in stock - order soon."},
{"title": "Lian-Li Galahad II LCD CPU Liquid Cooler - White, 360mm, SL-Infinity Fan", "asin": "B0CL6FN52B"},
{"title": "Lian Li Galahad II Lite Liquid Cooler 360mm RGB Fans\u2013AIO CPU Water Cooling, Customizable ARGB Pump Block, Low Noise Hydraulic Bearing, Switchable Lid & 28mm PBT Fan for LGA 1700/1851/AM5/4 (GA2L36RB)", "asin": "B0DP9THWJX", "price": "$99.99", "delivery": "FREE delivery Mon, Apr 14 for Prime members Only 6 left in stock - order soon."},
{"title": "Lian-Li HSLCD36TW 2.88 in. IPS 480 x 480 Pixels 500 Nits Fan White", "asin": "B0DGW5L9F8"},
{"title": "Lian-Li Galahad II 360 Trinity SL-Inf, AIO Water Cooler, ARGB - Black", "asin": "B0CCDBYQ2V", "price": "$259.00", "delivery": " Two-Day FREE delivery Sun, Apr 6 Only 2 left in stock - order soon."},
{"title": "Galahad AIO 360 Black- UNI Fan SL120 Edition - GA360SLB", "asin": "B09JVMVJ3Q", "price": "$169.00", "delivery": "$7.48 delivery Wed, Apr 16 Only 1 left in stock - order soon."},
{"title": "LIANLI Water Cooling Kit Galahad Series Galahad II Trinity 360 SL-INF White 1.1 inch (27 mm) Thick Radiator, Equipped with UNI Fan SL-Infinty Integrated Cooling Fan", "asin": "B0CBV7LM9C", "price": "$210.15", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9 Only 16 left in stock - order soon."},
{"title": "HyperFlow Silent 360 Black \u2013 Ultra-Quiet AIO Liquid CPU Cooler, 3100RPM Pump, Triple Silent Fans, High-Efficiency Radiator for Superior Heat Dissipation, Intel & AMD Compatible, ARGB-Free", "asin": "B0DY2JT3W5", "price": "$79.90", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Galahad II Trinity Performance 360 Closed Loop ARGB AIO Liquid Double Wave CPU Cooler - Black", "asin": "B0CNZD995J", "price": "$169.00", "delivery": "FREE delivery Apr 12 - 16 for Prime members"},
{"title": "Galahad II Trinity 360mm All-in-One ARGB CPU Liquid Cooler - White", "asin": "B0CD79CD72"},
{"title": "Galahad II Trinity SL-INF 360mm All-in-One ARGB CPU Liquid Cooler - White", "asin": "B0CD759GSY"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:08:12.168Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:08:12.168Z\",\"action\": \"input\",\"acion_argument\": \"lianli hydroshift 360\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:08:12.168Z\",\"action\": \"input\",\"acion_argument\": \"lianli hydroshift 360\",}</answer>",
"index": 734,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"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\": \"lianli hydroshift 360\"}],\n\"cart_items\": [{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"TRYX Panorama SE 360 ARGB 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm Asetek Adela 280w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DQTZFS74\"},\n{\"title\": \"TRYX Panorama SE 360 ARGB White 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm White Asetek Adela 280w TDP Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DQV2CBX1\"},\n{\"title\": \"TRYX Panorama 240 240mm AIO 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Display Customizable AIO Cooler 240mm 8th Gen Asetek Pump 280w TDP with ROTA PRO 120mm Fan LGA 1851/1700/1200/115X AM5/AM4\", \"asin\": \"B0DF4NWSM1\"}],\n\"search_results\": [{\"title\": \"Hydroshift 360 AIO - Pre-Installed 3 x 28MM Fans, Side-Mounted Coolant Pathway, 2.88\\u201d LCD Screen 480 x 480 Res. Captured Images & Recorded Videos -LGA 1851,1700, 1200, AM5,4 -Black(HSLCD36SB)\", \"asin\": \"B0D83QQWDD\", \"price\": \"$179.90\", \"delivery\": \"FREE delivery for Prime members Temporarily out of stock.\"},\n{\"title\": \"Liquid Freezer III Pro 360 A-RGB - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWFCVSD\", \"price\": \"$144.99\", \"delivery\": \"$17.20 delivery Tue, Apr 15\"},\n{\"title\": \"Lian Li Hydroshift 360 AIO - Pre-Installed 3 ARGB Fans, Side-Mounted Coolant Pathway,2.88\\u201d LCD Screen 480 x 480 Res. Captured Images & Recorded Videos -LGA 1851,1700, 1200, AM5, AM4 -Black (HSLCD36RB)\", \"asin\": \"B0D83NB2WV\"},\n{\"title\": \"Lian-Li HydroShift LCD 360R Performance 360mm All-In-One ARGB CPU Liquid Cooler - ARGB Fans - Black\", \"asin\": \"B0DBMXNMC8\"},\n{\"title\": \"Lian-Li HydroShift LCD 360S Performance 360mm All-In-One CPU Liquid Cooler - Black\", \"asin\": \"B0DCDGKWM9\"},\n{\"title\": \"Lian-Li HydroShift LCD 360S Performance 360mm All-In-One CPU Liquid Cooler - White\", \"asin\": \"B0DD1VYM36\"},\n{\"title\": \"360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform\", \"asin\": \"B0DVNKR4L9\", \"price\": \"$134.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"GA II LCD 360MM AIO - Asetek 8th Gen - 2.88\\u201d IPS LCD screen liquid cooler - Screen recording for videos and photos - Pre-installed daisy-chained ARGB fans or UNI FAN SL-INF fans (GA2ALCD36INW)\", \"asin\": \"B0CKMS3J1N\", \"price\": \"$244.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"LIANLI LL-HS-LCD-360-N-BK Simple Water Cooling Kit, Fanless Model, HydroShift LCD 360 No Fan Black Side Mount Design, 2.88\\\" Screen, IPS LCD, Japanese Authorized Dealer\", \"asin\": \"B0DMNK4KLM\"},\n{\"title\": \"Lian Li Galahad II Lite Liquid Cooler 360mm RGB Fans\\u2013AIO CPU Water Cooling, Customizable ARGB Pump Block, Low Noise Hydraulic Bearing, Switchable Lid & 28mm PBT Fan for LGA 1700/1851/AM5/4 (GA2L36RB)\", \"asin\": \"B0DP9THWJX\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Only 6 left in stock - order soon.\"},\n{\"title\": \"Lian-Li Galahad II LCD CPU Liquid Cooler - White, 360mm, SL-Infinity Fan\", \"asin\": \"B0CL6FN52B\"},\n{\"title\": \"Lian Li Galahad II Lite Liquid Cooler 360mm RGB Fans\\u2013AIO CPU Water Cooling, Customizable ARGB Pump Block, Low Noise Hydraulic Bearing, Switchable Lid & 28mm PBT Fan for LGA 1700/1851/AM5/4 (GA2L36RB)\", \"asin\": \"B0DP9THWJX\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Only 6 left in stock - order soon.\"},\n{\"title\": \"Lian-Li HSLCD36TW 2.88 in. IPS 480 x 480 Pixels 500 Nits Fan White\", \"asin\": \"B0DGW5L9F8\"},\n{\"title\": \"Lian-Li Galahad II 360 Trinity SL-Inf, AIO Water Cooler, ARGB - Black\", \"asin\": \"B0CCDBYQ2V\", \"price\": \"$259.00\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 2 left in stock - order soon.\"},\n{\"title\": \"Galahad AIO 360 Black- UNI Fan SL120 Edition - GA360SLB\", \"asin\": \"B09JVMVJ3Q\", \"price\": \"$169.00\", \"delivery\": \"$7.48 delivery Wed, Apr 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"LIANLI Water Cooling Kit Galahad Series Galahad II Trinity 360 SL-INF White 1.1 inch (27 mm) Thick Radiator, Equipped with UNI Fan SL-Infinty Integrated Cooling Fan\", \"asin\": \"B0CBV7LM9C\", \"price\": \"$210.15\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9 Only 16 left in stock - order soon.\"},\n{\"title\": \"HyperFlow Silent 360 Black \\u2013 Ultra-Quiet AIO Liquid CPU Cooler, 3100RPM Pump, Triple Silent Fans, High-Efficiency Radiator for Superior Heat Dissipation, Intel & AMD Compatible, ARGB-Free\", \"asin\": \"B0DY2JT3W5\", \"price\": \"$79.90\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Galahad II Trinity Performance 360 Closed Loop ARGB AIO Liquid Double Wave CPU Cooler - Black\", \"asin\": \"B0CNZD995J\", \"price\": \"$169.00\", \"delivery\": \"FREE delivery Apr 12 - 16 for Prime members\"},\n{\"title\": \"Galahad II Trinity 360mm All-in-One ARGB CPU Liquid Cooler - White\", \"asin\": \"B0CD79CD72\"},\n{\"title\": \"Galahad II Trinity SL-INF 360mm All-in-One ARGB CPU Liquid Cooler - White\", \"asin\": \"B0CD759GSY\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:08:12.168Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page 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\": \"2025-04-05T06:09:39.461Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:09:39.461Z
|
input
|
rog 360
|
rule
|
train
| 735 |
2025-04-05T06:09:39.461Z
|
input
|
rog 360
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string 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": "2025-04-05T06:09:39.461Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:09:39.461Z\",\"action\": \"input\",\"acion_argument\": \"rog 360\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:09:39.461Z\",\"action\": \"input\",\"acion_argument\": \"rog 360\",}</answer>",
"index": 735,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page 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\": \"2025-04-05T06:09:39.461Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"rog 360mm aio\"}],\n\"cart_items\": [{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Cooler Master 360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform\", \"asin\": \"B0DVNKR4L9\", \"price\": \"$134.99\", \"quantity\": \"\"},\n{\"title\": \"MASTERLIQUID 360L Core ARGB AIO CPU Liquid Cooler, Water Cooling System, 3 x120mm ARGB Fans, 360mm Radiator Compatible with AMD Ryzen AM5/AM4/Intel LGA 1851/1700/1200/1151 | White\", \"asin\": \"B0CJR6GWY4\", \"price\": \"$95.90\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC Liquid Freezer III 420 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20131700 RPM, LGA1851 and LGA1700 Contact Frame - Black\\nby ARCTIC\", \"asin\": \"B09VH34TB8\", \"price\": \"$127.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Cooler Master 360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform\", \"asin\": \"B0DVNKR4L9\", \"price\": \"$134.99\", \"quantity\": \"\"},\n{\"title\": \"Eskimo Pro - 420mm AIO CPU Liquid Water Cooler- RGB PWM Squama 2503B 140mm Fan x 3- Fit Intel\\u00ae LGA 1700, AMD\\u00aeAM5 - Black- (GEO-EP-42B)\", \"asin\": \"B0DHXCYKR6\", \"price\": \"$109.90\", \"quantity\": \"\"},\n{\"title\": \"TRYX Panorama SE 360 ARGB 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm Asetek Adela 280w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DQTZFS74\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"ID-COOLING SL360 White CPU Liquid Cooler with Display, Customizable 2.1\\\" LCD Display for Images or Performance Metrics, 360mm AIO Cooler, Three AF127 ARGB Fans, Fits Intel/AMD\", \"asin\": \"B0CBRPSQHQ\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"delivery\": \"$17.24 delivery Tue, Apr 15\"},\n{\"title\": \"Liquid Freezer III Pro 360 A-RGB - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWFCVSD\", \"price\": \"$144.99\", \"delivery\": \"$17.20 delivery Tue, Apr 15\"},\n{\"title\": \"ROG Ryujin III 360 All-in-one Liquid CPU Cooler with 360mm Radiator. Asetek 8th gen Pump, 3X Noctua industrialPPC 120mm Fans, 3.5\\u201d Color LCD\", \"asin\": \"B0C8BVRYB5\", \"price\": \"$257.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"ROG RYUO III 360 ARGB All-in-one AIO Liquid CPU Cooler 360mm Radiator, Asetek 8th gen Pump Solution, Anime Matrix\\u2122 LED Display and ROG AF 12S ARGB Fan.\", \"asin\": \"B0BTRSFGX8\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"ROG RYUYJIN III 360 ARGB Extreme All-in-one AIO CPU Liquid Cooler, AMD Ryzen 9000 & Intel Core Ultra Ready, Asetek Gen8 V2 Pump; high Airflow & Static Pressure Magnetic Fans\", \"asin\": \"B0DPPBVSNC\", \"price\": \"$349.99\", \"delivery\": \"FREE delivery Apr 11 - 13 for Prime members\"},\n{\"title\": \"ROG Strix LC II 360 All-in-one AIO Liquid CPU Cooler 360mm Radiator, Intel LGA1700, 115x/2066 and AMD AM4/TR4 Support,Triple 120mm 4-pin PWM Fans\", \"asin\": \"B09KT32838\"},\n{\"title\": \"360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform\", \"asin\": \"B0DVNKR4L9\", \"price\": \"$134.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Panorama SE 360 ARGB 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm Asetek Adela 280w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DQTZFS74\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Apr 12 - 17 for Prime members\"},\n{\"title\": \"iCUE Link Titan 360 RX RGB Liquid CPU Cooler \\u2013 360mm AIO \\u2013 Low-Noise \\u2013 FlowDrive Cooling Engine \\u2013 Intel LGA 1851/1700, AMD AM5/AM4 \\u2013 3X RX120 RGB Fans \\u2013 iCUE Link System Hub Included \\u2013 Black\", \"asin\": \"B0D6BFBLTK\", \"price\": \"$184.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Kraken 360 RGB - 360mm AIO CPU Liquid Cooler - RL-KR360-W1 - Customizable 1.54\\\" Square LCD Display for Images, Performance Metrics - High-Performance Pump - White\", \"asin\": \"B0BY3GTG48\", \"price\": \"$219.99\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"MasterLiquid 360L Core 360mm Close-Loop AIO Liquid Cooler, ARGB Sync, Gen S Coldplate Pump, 120mm PWM, CryoFuze 14W/mK, AMD Ryzen AM5/AM4, Intel LGA1700/1200 (MLW-D36M-A18PZ-R1) , Black\", \"asin\": \"B0C4C421RZ\", \"price\": \"$97.40\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HyperFlow Silent 360 Black \\u2013 Ultra-Quiet AIO Liquid CPU Cooler, 3100RPM Pump, Triple Silent Fans, High-Efficiency Radiator for Superior Heat Dissipation, Intel & AMD Compatible, ARGB-Free\", \"asin\": \"B0DY2JT3W5\", \"price\": \"$79.90\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"ProArt LC 360 all-in-one AIO CPU liquid cooler AMD AM4 AM5 & Intel LGA 1700, 1200, 115X support, with illuminated system status meter and three matte black Alphacool Apex Stealth Metal Power fans\", \"asin\": \"B0DJS2CLLL\", \"price\": \"$259.99\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"GA II LCD 360MM AIO - Asetek 8th Gen - 2.88\\u201d IPS LCD screen liquid cooler - Screen recording for videos and photos - Pre-installed daisy-chained ARGB fans or UNI FAN SL-INF fans (GA2ALCD36INW)\", \"asin\": \"B0CKMS3J1N\", \"price\": \"$244.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"FX360 INF 360mm Liquid CPU Cooler, AIO Cooler with ARGB Infinity Mirror Effect, 3x120mm Daisy-Chained Fans Low-Noise Operating 27.2dB(A) Max., Intel LGA1851/1700/1200/115X & AMD AM5/AM4\", \"asin\": \"B0D97Q33GW\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"FW 360 White ARGB-360mm AIO CPU Liquid Cooler,IPS LCD Screen with 320 * 240 Resolution,for AM4/AM5/Intel LGA1700,\\u20182.4 inch\\u2019Magnet-Absorbent LCD Screen for Images -White\", \"asin\": \"B0D1K859GT\", \"price\": \"$86.90\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"Panorama SE 360 ARGB White 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm White Asetek Adela 280w TDP Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DQV2CBX1\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"ROG Ryujin 360 All-in-One Liquid CPU Cooler with Colour OLED, Aura Sync RGB and Noctua iPPC 2000 PWM 120 mm Radiator Fan\", \"asin\": \"B07JVQXH8M\", \"price\": \"$254.10\", \"delivery\": \"FREE delivery Fri, Apr 18 Or fastest delivery Fri, Apr 11\"},\n{\"title\": \"Panorama 360 ARGB White 360mm AIO 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Display Customizable AIO Cooler 360mm Asetek 8th Gen 320w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DF2CY364\", \"price\": \"$349.99\", \"delivery\": \"FREE delivery Apr 15 - 17 for Prime members\"},\n{\"title\": \"Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"delivery\": \"$17.24 delivery Tue, Apr 15\"},\n{\"title\": \"Hydroshift 360 AIO - Pre-Installed 3 x 28MM Fans, Side-Mounted Coolant Pathway, 2.88\\u201d LCD Screen 480 x 480 Res. Captured Images & Recorded Videos -LGA 1851,1700, 1200, AM5,4 -Black(HSLCD36SB)\", \"asin\": \"B0D83QQWDD\", \"price\": \"$179.90\", \"delivery\": \"FREE delivery for Prime members Temporarily out of stock.\"},\n{\"title\": \"CP1500AVRLCD3 Intelligent LCD UPS System, 1500VA/900W, 12 Outlets, 2 USB Ports, AVR, Mini Tower, Black\", \"asin\": \"B0BCMLLSHL\", \"price\": \"$189.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:10:12.835Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:10:12.835Z
|
click_product
|
B0BY3GTG48
|
rule
|
train
| 736 |
2025-04-05T06:10:12.835Z
|
click_product
|
B0BY3GTG48
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "rog 360mm aio"}],
"cart_items": [{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"promotion_items": [{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": ""},
{"title": "Cooler Master 360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform", "asin": "B0DVNKR4L9", "price": "$134.99", "quantity": ""},
{"title": "MASTERLIQUID 360L Core ARGB AIO CPU Liquid Cooler, Water Cooling System, 3 x120mm ARGB Fans, 360mm Radiator Compatible with AMD Ryzen AM5/AM4/Intel LGA 1851/1700/1200/1151 | White", "asin": "B0CJR6GWY4", "price": "$95.90", "quantity": ""},
{"title": "ARCTIC Liquid Freezer III 420 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\u20131700 RPM, LGA1851 and LGA1700 Contact Frame - Black\nby ARCTIC", "asin": "B09VH34TB8", "price": "$127.99", "quantity": ""},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": ""},
{"title": "Cooler Master 360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform", "asin": "B0DVNKR4L9", "price": "$134.99", "quantity": ""},
{"title": "Eskimo Pro - 420mm AIO CPU Liquid Water Cooler- RGB PWM Squama 2503B 140mm Fan x 3- Fit Intel\u00ae LGA 1700, AMD\u00aeAM5 - Black- (GEO-EP-42B)", "asin": "B0DHXCYKR6", "price": "$109.90", "quantity": ""},
{"title": "TRYX Panorama SE 360 ARGB 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm Asetek Adela 280w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4", "asin": "B0DQTZFS74", "price": "$279.99", "quantity": ""},
{"title": "ID-COOLING SL360 White CPU Liquid Cooler with Display, Customizable 2.1\" LCD Display for Images or Performance Metrics, 360mm AIO Cooler, Three AF127 ARGB Fans, Fits Intel/AMD", "asin": "B0CBRPSQHQ", "price": "$149.99", "quantity": ""}],
"search_results": [{"title": "Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "delivery": "$17.24 delivery Tue, Apr 15"},
{"title": "Liquid Freezer III Pro 360 A-RGB - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWFCVSD", "price": "$144.99", "delivery": "$17.20 delivery Tue, Apr 15"},
{"title": "ROG Ryujin III 360 All-in-one Liquid CPU Cooler with 360mm Radiator. Asetek 8th gen Pump, 3X Noctua industrialPPC 120mm Fans, 3.5\u201d Color LCD", "asin": "B0C8BVRYB5", "price": "$257.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "ROG RYUO III 360 ARGB All-in-one AIO Liquid CPU Cooler 360mm Radiator, Asetek 8th gen Pump Solution, Anime Matrix\u2122 LED Display and ROG AF 12S ARGB Fan.", "asin": "B0BTRSFGX8", "price": "$199.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "ROG RYUYJIN III 360 ARGB Extreme All-in-one AIO CPU Liquid Cooler, AMD Ryzen 9000 & Intel Core Ultra Ready, Asetek Gen8 V2 Pump; high Airflow & Static Pressure Magnetic Fans", "asin": "B0DPPBVSNC", "price": "$349.99", "delivery": "FREE delivery Apr 11 - 13 for Prime members"},
{"title": "ROG Strix LC II 360 All-in-one AIO Liquid CPU Cooler 360mm Radiator, Intel LGA1700, 115x/2066 and AMD AM4/TR4 Support,Triple 120mm 4-pin PWM Fans", "asin": "B09KT32838"},
{"title": "360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform", "asin": "B0DVNKR4L9", "price": "$134.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Panorama SE 360 ARGB 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm Asetek Adela 280w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4", "asin": "B0DQTZFS74", "price": "$279.99", "delivery": "FREE delivery Apr 12 - 17 for Prime members"},
{"title": "iCUE Link Titan 360 RX RGB Liquid CPU Cooler \u2013 360mm AIO \u2013 Low-Noise \u2013 FlowDrive Cooling Engine \u2013 Intel LGA 1851/1700, AMD AM5/AM4 \u2013 3X RX120 RGB Fans \u2013 iCUE Link System Hub Included \u2013 Black", "asin": "B0D6BFBLTK", "price": "$184.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Kraken 360 RGB - 360mm AIO CPU Liquid Cooler - RL-KR360-W1 - Customizable 1.54\" Square LCD Display for Images, Performance Metrics - High-Performance Pump - White", "asin": "B0BY3GTG48", "price": "$219.99", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "MasterLiquid 360L Core 360mm Close-Loop AIO Liquid Cooler, ARGB Sync, Gen S Coldplate Pump, 120mm PWM, CryoFuze 14W/mK, AMD Ryzen AM5/AM4, Intel LGA1700/1200 (MLW-D36M-A18PZ-R1) , Black", "asin": "B0C4C421RZ", "price": "$97.40", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "HyperFlow Silent 360 Black \u2013 Ultra-Quiet AIO Liquid CPU Cooler, 3100RPM Pump, Triple Silent Fans, High-Efficiency Radiator for Superior Heat Dissipation, Intel & AMD Compatible, ARGB-Free", "asin": "B0DY2JT3W5", "price": "$79.90", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "ProArt LC 360 all-in-one AIO CPU liquid cooler AMD AM4 AM5 & Intel LGA 1700, 1200, 115X support, with illuminated system status meter and three matte black Alphacool Apex Stealth Metal Power fans", "asin": "B0DJS2CLLL", "price": "$259.99", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "GA II LCD 360MM AIO - Asetek 8th Gen - 2.88\u201d IPS LCD screen liquid cooler - Screen recording for videos and photos - Pre-installed daisy-chained ARGB fans or UNI FAN SL-INF fans (GA2ALCD36INW)", "asin": "B0CKMS3J1N", "price": "$244.99", "delivery": "FREE delivery Tue, Apr 8"},
{"title": "FX360 INF 360mm Liquid CPU Cooler, AIO Cooler with ARGB Infinity Mirror Effect, 3x120mm Daisy-Chained Fans Low-Noise Operating 27.2dB(A) Max., Intel LGA1851/1700/1200/115X & AMD AM5/AM4", "asin": "B0D97Q33GW", "price": "$74.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "FW 360 White ARGB-360mm AIO CPU Liquid Cooler,IPS LCD Screen with 320 * 240 Resolution,for AM4/AM5/Intel LGA1700,\u20182.4 inch\u2019Magnet-Absorbent LCD Screen for Images -White", "asin": "B0D1K859GT", "price": "$86.90", "delivery": "FREE delivery Tue, Apr 8"},
{"title": "Panorama SE 360 ARGB White 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm White Asetek Adela 280w TDP Intel LGA 1851/1700/1200/115X AMD AM5/AM4", "asin": "B0DQV2CBX1", "price": "$279.99", "delivery": "FREE delivery Wed, Apr 9 for Prime members"},
{"title": "ROG Ryujin 360 All-in-One Liquid CPU Cooler with Colour OLED, Aura Sync RGB and Noctua iPPC 2000 PWM 120 mm Radiator Fan", "asin": "B07JVQXH8M", "price": "$254.10", "delivery": "FREE delivery Fri, Apr 18 Or fastest delivery Fri, Apr 11"},
{"title": "Panorama 360 ARGB White 360mm AIO 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Display Customizable AIO Cooler 360mm Asetek 8th Gen 320w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4", "asin": "B0DF2CY364", "price": "$349.99", "delivery": "FREE delivery Apr 15 - 17 for Prime members"},
{"title": "Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "delivery": "$17.24 delivery Tue, Apr 15"},
{"title": "Hydroshift 360 AIO - Pre-Installed 3 x 28MM Fans, Side-Mounted Coolant Pathway, 2.88\u201d LCD Screen 480 x 480 Res. Captured Images & Recorded Videos -LGA 1851,1700, 1200, AM5,4 -Black(HSLCD36SB)", "asin": "B0D83QQWDD", "price": "$179.90", "delivery": "FREE delivery for Prime members Temporarily out of stock."},
{"title": "CP1500AVRLCD3 Intelligent LCD UPS System, 1500VA/900W, 12 Outlets, 2 USB Ports, AVR, Mini Tower, Black", "asin": "B0BCMLLSHL", "price": "$189.95", "delivery": " Two-Day FREE delivery Sun, Apr 6"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:10:12.835Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:10:12.835Z\",\"action\": \"click_product\",\"acion_argument\": \"B0BY3GTG48\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:10:12.835Z\",\"action\": \"click_product\",\"acion_argument\": \"B0BY3GTG48\",}</answer>",
"index": 736,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"rog 360mm aio\"}],\n\"cart_items\": [{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Cooler Master 360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform\", \"asin\": \"B0DVNKR4L9\", \"price\": \"$134.99\", \"quantity\": \"\"},\n{\"title\": \"MASTERLIQUID 360L Core ARGB AIO CPU Liquid Cooler, Water Cooling System, 3 x120mm ARGB Fans, 360mm Radiator Compatible with AMD Ryzen AM5/AM4/Intel LGA 1851/1700/1200/1151 | White\", \"asin\": \"B0CJR6GWY4\", \"price\": \"$95.90\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC Liquid Freezer III 420 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20131700 RPM, LGA1851 and LGA1700 Contact Frame - Black\\nby ARCTIC\", \"asin\": \"B09VH34TB8\", \"price\": \"$127.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Cooler Master 360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform\", \"asin\": \"B0DVNKR4L9\", \"price\": \"$134.99\", \"quantity\": \"\"},\n{\"title\": \"Eskimo Pro - 420mm AIO CPU Liquid Water Cooler- RGB PWM Squama 2503B 140mm Fan x 3- Fit Intel\\u00ae LGA 1700, AMD\\u00aeAM5 - Black- (GEO-EP-42B)\", \"asin\": \"B0DHXCYKR6\", \"price\": \"$109.90\", \"quantity\": \"\"},\n{\"title\": \"TRYX Panorama SE 360 ARGB 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm Asetek Adela 280w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DQTZFS74\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"ID-COOLING SL360 White CPU Liquid Cooler with Display, Customizable 2.1\\\" LCD Display for Images or Performance Metrics, 360mm AIO Cooler, Three AF127 ARGB Fans, Fits Intel/AMD\", \"asin\": \"B0CBRPSQHQ\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"delivery\": \"$17.24 delivery Tue, Apr 15\"},\n{\"title\": \"Liquid Freezer III Pro 360 A-RGB - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWFCVSD\", \"price\": \"$144.99\", \"delivery\": \"$17.20 delivery Tue, Apr 15\"},\n{\"title\": \"ROG Ryujin III 360 All-in-one Liquid CPU Cooler with 360mm Radiator. Asetek 8th gen Pump, 3X Noctua industrialPPC 120mm Fans, 3.5\\u201d Color LCD\", \"asin\": \"B0C8BVRYB5\", \"price\": \"$257.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"ROG RYUO III 360 ARGB All-in-one AIO Liquid CPU Cooler 360mm Radiator, Asetek 8th gen Pump Solution, Anime Matrix\\u2122 LED Display and ROG AF 12S ARGB Fan.\", \"asin\": \"B0BTRSFGX8\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"ROG RYUYJIN III 360 ARGB Extreme All-in-one AIO CPU Liquid Cooler, AMD Ryzen 9000 & Intel Core Ultra Ready, Asetek Gen8 V2 Pump; high Airflow & Static Pressure Magnetic Fans\", \"asin\": \"B0DPPBVSNC\", \"price\": \"$349.99\", \"delivery\": \"FREE delivery Apr 11 - 13 for Prime members\"},\n{\"title\": \"ROG Strix LC II 360 All-in-one AIO Liquid CPU Cooler 360mm Radiator, Intel LGA1700, 115x/2066 and AMD AM4/TR4 Support,Triple 120mm 4-pin PWM Fans\", \"asin\": \"B09KT32838\"},\n{\"title\": \"360 Atmos Stealth High Performance Close-Loop AIO Liquid Cooler, R9|i9 Dual Chamber Pump, Customize Cover, Mobius 120 PWM, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform\", \"asin\": \"B0DVNKR4L9\", \"price\": \"$134.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Panorama SE 360 ARGB 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm Asetek Adela 280w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DQTZFS74\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Apr 12 - 17 for Prime members\"},\n{\"title\": \"iCUE Link Titan 360 RX RGB Liquid CPU Cooler \\u2013 360mm AIO \\u2013 Low-Noise \\u2013 FlowDrive Cooling Engine \\u2013 Intel LGA 1851/1700, AMD AM5/AM4 \\u2013 3X RX120 RGB Fans \\u2013 iCUE Link System Hub Included \\u2013 Black\", \"asin\": \"B0D6BFBLTK\", \"price\": \"$184.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Kraken 360 RGB - 360mm AIO CPU Liquid Cooler - RL-KR360-W1 - Customizable 1.54\\\" Square LCD Display for Images, Performance Metrics - High-Performance Pump - White\", \"asin\": \"B0BY3GTG48\", \"price\": \"$219.99\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"MasterLiquid 360L Core 360mm Close-Loop AIO Liquid Cooler, ARGB Sync, Gen S Coldplate Pump, 120mm PWM, CryoFuze 14W/mK, AMD Ryzen AM5/AM4, Intel LGA1700/1200 (MLW-D36M-A18PZ-R1) , Black\", \"asin\": \"B0C4C421RZ\", \"price\": \"$97.40\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HyperFlow Silent 360 Black \\u2013 Ultra-Quiet AIO Liquid CPU Cooler, 3100RPM Pump, Triple Silent Fans, High-Efficiency Radiator for Superior Heat Dissipation, Intel & AMD Compatible, ARGB-Free\", \"asin\": \"B0DY2JT3W5\", \"price\": \"$79.90\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"ProArt LC 360 all-in-one AIO CPU liquid cooler AMD AM4 AM5 & Intel LGA 1700, 1200, 115X support, with illuminated system status meter and three matte black Alphacool Apex Stealth Metal Power fans\", \"asin\": \"B0DJS2CLLL\", \"price\": \"$259.99\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"GA II LCD 360MM AIO - Asetek 8th Gen - 2.88\\u201d IPS LCD screen liquid cooler - Screen recording for videos and photos - Pre-installed daisy-chained ARGB fans or UNI FAN SL-INF fans (GA2ALCD36INW)\", \"asin\": \"B0CKMS3J1N\", \"price\": \"$244.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"FX360 INF 360mm Liquid CPU Cooler, AIO Cooler with ARGB Infinity Mirror Effect, 3x120mm Daisy-Chained Fans Low-Noise Operating 27.2dB(A) Max., Intel LGA1851/1700/1200/115X & AMD AM5/AM4\", \"asin\": \"B0D97Q33GW\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"FW 360 White ARGB-360mm AIO CPU Liquid Cooler,IPS LCD Screen with 320 * 240 Resolution,for AM4/AM5/Intel LGA1700,\\u20182.4 inch\\u2019Magnet-Absorbent LCD Screen for Images -White\", \"asin\": \"B0D1K859GT\", \"price\": \"$86.90\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"Panorama SE 360 ARGB White 360mm AIO Rotatable 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Customizable AIO Cooler 360mm White Asetek Adela 280w TDP Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DQV2CBX1\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"ROG Ryujin 360 All-in-One Liquid CPU Cooler with Colour OLED, Aura Sync RGB and Noctua iPPC 2000 PWM 120 mm Radiator Fan\", \"asin\": \"B07JVQXH8M\", \"price\": \"$254.10\", \"delivery\": \"FREE delivery Fri, Apr 18 Or fastest delivery Fri, Apr 11\"},\n{\"title\": \"Panorama 360 ARGB White 360mm AIO 6.5'' AMOLED Curved Screen 3D Anamorphic Effect Display Customizable AIO Cooler 360mm Asetek 8th Gen 320w TDP ARGB Fan Intel LGA 1851/1700/1200/115X AMD AM5/AM4\", \"asin\": \"B0DF2CY364\", \"price\": \"$349.99\", \"delivery\": \"FREE delivery Apr 15 - 17 for Prime members\"},\n{\"title\": \"Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"delivery\": \"$17.24 delivery Tue, Apr 15\"},\n{\"title\": \"Hydroshift 360 AIO - Pre-Installed 3 x 28MM Fans, Side-Mounted Coolant Pathway, 2.88\\u201d LCD Screen 480 x 480 Res. Captured Images & Recorded Videos -LGA 1851,1700, 1200, AM5,4 -Black(HSLCD36SB)\", \"asin\": \"B0D83QQWDD\", \"price\": \"$179.90\", \"delivery\": \"FREE delivery for Prime members Temporarily out of stock.\"},\n{\"title\": \"CP1500AVRLCD3 Intelligent LCD UPS System, 1500VA/900W, 12 Outlets, 2 USB Ports, AVR, Mini Tower, Black\", \"asin\": \"B0BCMLLSHL\", \"price\": \"$189.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:10:12.835Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"rog 360mm aio\"}],\n\"cart_items\": [{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BY3GTG48\"},\n{\"title\": \"NZXT Kraken 360 RGB - 360mm AIO CPU Liquid Cooler - RL-KR360-W1 - Customizable 1.54\\\" Square LCD Display for Images, Performance Metrics - High-Performance Pump - White\"},\n{\"price\": \"$219.99\"},\n{\"bullet_list\": \"PERSONALIZATION THAT POPS: Display a favorite animated GIF or static image, monitor real-time PC performance metrics, see music that's currently playing, integrate web content and more with NZXT CAM software. LCD DISPLAY: 1.54\\\"\\\" square LCD display with 240x240 resolution, 30 Hz refresh rate, and bright 300 cd/m\\u00b2 backlight brings on-screen content to life. HIGH-PERFORMANCE PUMP: The powerful Asetek pump operates at up to 2,800 RPM to ensure efficient and quiet coolant circulation. COLORFUL COOLING: RGB Core Fans with fluid dynamic bearings provide an optimal balance of static pressure and airflow for powerful cooling plus vivid RGB lighting.\\\" SIMPLE SETUP: A single breakout cable from pump to motherboard makes for easy installation.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"360mm Radiator\"},\n{\"Style\": \"Kraken RGB\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:10:18.089Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:10:18.089Z
|
click
|
other
|
rule
|
train
| 737 |
2025-04-05T06:10:18.089Z
|
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": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "rog 360mm aio"}],
"cart_items": [{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0BY3GTG48"},
{"title": "NZXT Kraken 360 RGB - 360mm AIO CPU Liquid Cooler - RL-KR360-W1 - Customizable 1.54\" Square LCD Display for Images, Performance Metrics - High-Performance Pump - White"},
{"price": "$219.99"},
{"bullet_list": "PERSONALIZATION THAT POPS: Display a favorite animated GIF or static image, monitor real-time PC performance metrics, see music that's currently playing, integrate web content and more with NZXT CAM software. LCD DISPLAY: 1.54\"\" square LCD display with 240x240 resolution, 30 Hz refresh rate, and bright 300 cd/m\u00b2 backlight brings on-screen content to life. HIGH-PERFORMANCE PUMP: The powerful Asetek pump operates at up to 2,800 RPM to ensure efficient and quiet coolant circulation. COLORFUL COOLING: RGB Core Fans with fluid dynamic bearings provide an optimal balance of static pressure and airflow for powerful cooling plus vivid RGB lighting.\" SIMPLE SETUP: A single breakout cable from pump to motherboard makes for easy installation."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "White"},
{"Size": "360mm Radiator"},
{"Style": "Kraken RGB"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:10:18.089Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:10:18.089Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:10:18.089Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 737,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"rog 360mm aio\"}],\n\"cart_items\": [{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BY3GTG48\"},\n{\"title\": \"NZXT Kraken 360 RGB - 360mm AIO CPU Liquid Cooler - RL-KR360-W1 - Customizable 1.54\\\" Square LCD Display for Images, Performance Metrics - High-Performance Pump - White\"},\n{\"price\": \"$219.99\"},\n{\"bullet_list\": \"PERSONALIZATION THAT POPS: Display a favorite animated GIF or static image, monitor real-time PC performance metrics, see music that's currently playing, integrate web content and more with NZXT CAM software. LCD DISPLAY: 1.54\\\"\\\" square LCD display with 240x240 resolution, 30 Hz refresh rate, and bright 300 cd/m\\u00b2 backlight brings on-screen content to life. HIGH-PERFORMANCE PUMP: The powerful Asetek pump operates at up to 2,800 RPM to ensure efficient and quiet coolant circulation. COLORFUL COOLING: RGB Core Fans with fluid dynamic bearings provide an optimal balance of static pressure and airflow for powerful cooling plus vivid RGB lighting.\\\" SIMPLE SETUP: A single breakout cable from pump to motherboard makes for easy installation.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"360mm Radiator\"},\n{\"Style\": \"Kraken RGB\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:10:18.089Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"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\": \"NZXT Kraken Elite 360 2024 - AIO CPU Liquid Cooler - 360mm Radiator - 3 x F120P Fans - Customizable 2.72\\\" IPS LCD - NZXT Turbine Pump - AMD\\u00ae AM5, AM4 - Intel\\u00ae LGA 1851/1700, 1200/115X - Black\", \"asin\": \"B0D9GWDTHZ\", \"price\": \"$294.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D9GWDTHZ\"},\n{\"title\": \"NZXT Kraken Elite 360 2024 - AIO CPU Liquid Cooler - 360mm Radiator - 3 x F120P Fans - Customizable 2.72\\\" IPS LCD - NZXT Turbine Pump - AMD\\u00ae AM5, AM4 - Intel\\u00ae LGA 1851/1700, 1200/115X - Black\"},\n{\"price\": \"$294.99\"},\n{\"bullet_list\": \"SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. QUIET PERFORMANCE: Static pressure radiator fans provide strong airflow to carry away heat effectively. With Zero RPM Mode, fans shut off completely during low loads for silent operation.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"360mm Radiator\"},\n{\"Style\": \"Kraken Elite 2024\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:11:01.297Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:11:01.297Z
|
click
|
quantity
|
rule
|
train
| 738 |
2025-04-05T06:11:01.297Z
|
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": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "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": "NZXT Kraken Elite 360 2024 - AIO CPU Liquid Cooler - 360mm Radiator - 3 x F120P Fans - Customizable 2.72\" IPS LCD - NZXT Turbine Pump - AMD\u00ae AM5, AM4 - Intel\u00ae LGA 1851/1700, 1200/115X - Black", "asin": "B0D9GWDTHZ", "price": "$294.99", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D9GWDTHZ"},
{"title": "NZXT Kraken Elite 360 2024 - AIO CPU Liquid Cooler - 360mm Radiator - 3 x F120P Fans - Customizable 2.72\" IPS LCD - NZXT Turbine Pump - AMD\u00ae AM5, AM4 - Intel\u00ae LGA 1851/1700, 1200/115X - Black"},
{"price": "$294.99"},
{"bullet_list": "SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. QUIET PERFORMANCE: Static pressure radiator fans provide strong airflow to carry away heat effectively. With Zero RPM Mode, fans shut off completely during low loads for silent operation."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Black"},
{"Size": "360mm Radiator"},
{"Style": "Kraken Elite 2024"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:11:01.297Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:11:01.297Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:11:01.297Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"index": 738,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"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\": \"NZXT Kraken Elite 360 2024 - AIO CPU Liquid Cooler - 360mm Radiator - 3 x F120P Fans - Customizable 2.72\\\" IPS LCD - NZXT Turbine Pump - AMD\\u00ae AM5, AM4 - Intel\\u00ae LGA 1851/1700, 1200/115X - Black\", \"asin\": \"B0D9GWDTHZ\", \"price\": \"$294.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D9GWDTHZ\"},\n{\"title\": \"NZXT Kraken Elite 360 2024 - AIO CPU Liquid Cooler - 360mm Radiator - 3 x F120P Fans - Customizable 2.72\\\" IPS LCD - NZXT Turbine Pump - AMD\\u00ae AM5, AM4 - Intel\\u00ae LGA 1851/1700, 1200/115X - Black\"},\n{\"price\": \"$294.99\"},\n{\"bullet_list\": \"SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. QUIET PERFORMANCE: Static pressure radiator fans provide strong airflow to carry away heat effectively. With Zero RPM Mode, fans shut off completely during low loads for silent operation.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"360mm Radiator\"},\n{\"Style\": \"Kraken Elite 2024\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:11:01.297Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"asin\": \"B0D9GWDTHZ\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D9GWDTHZ\"},\n{\"title\": \"NZXT Kraken Elite 360 2024 - AIO CPU Liquid Cooler - 360mm Radiator - 3 x F120P Fans - Customizable 2.72\\\" IPS LCD - NZXT Turbine Pump - AMD\\u00ae AM5, AM4 - Intel\\u00ae LGA 1851/1700, 1200/115X - Black\"},\n{\"price\": \"$294.99\"},\n{\"bullet_list\": \"SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. QUIET PERFORMANCE: Static pressure radiator fans provide strong airflow to carry away heat effectively. With Zero RPM Mode, fans shut off completely during low loads for silent operation.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"360mm Radiator\"},\n{\"Style\": \"Kraken Elite 2024\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:11:18.302Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:11:18.302Z
|
click
|
product_option
|
rule
|
train
| 739 |
2025-04-05T06:11:18.302Z
|
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": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"asin": "B0D9GWDTHZ"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D9GWDTHZ"},
{"title": "NZXT Kraken Elite 360 2024 - AIO CPU Liquid Cooler - 360mm Radiator - 3 x F120P Fans - Customizable 2.72\" IPS LCD - NZXT Turbine Pump - AMD\u00ae AM5, AM4 - Intel\u00ae LGA 1851/1700, 1200/115X - Black"},
{"price": "$294.99"},
{"bullet_list": "SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. QUIET PERFORMANCE: Static pressure radiator fans provide strong airflow to carry away heat effectively. With Zero RPM Mode, fans shut off completely during low loads for silent operation."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "White"},
{"Size": "360mm Radiator"},
{"Style": "Kraken Elite 2024"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:11:18.302Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:11:18.302Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:11:18.302Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 739,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"asin\": \"B0D9GWDTHZ\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D9GWDTHZ\"},\n{\"title\": \"NZXT Kraken Elite 360 2024 - AIO CPU Liquid Cooler - 360mm Radiator - 3 x F120P Fans - Customizable 2.72\\\" IPS LCD - NZXT Turbine Pump - AMD\\u00ae AM5, AM4 - Intel\\u00ae LGA 1851/1700, 1200/115X - Black\"},\n{\"price\": \"$294.99\"},\n{\"bullet_list\": \"SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. QUIET PERFORMANCE: Static pressure radiator fans provide strong airflow to carry away heat effectively. With Zero RPM Mode, fans shut off completely during low loads for silent operation.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"360mm Radiator\"},\n{\"Style\": \"Kraken Elite 2024\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:11:18.302Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"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\": [{\"asin\": \"B0D9GWDTHZ\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D9GWQPDM\"},\n{\"title\": \"NZXT Kraken Elite 360 RGB 2024 - AIO CPU Liquid Cooler - 360mm Radiator - F360 RGB Core Fan - Customizable 2.72\\\" IPS LCD - NZXT Turbine Pump - AMD\\u00ae AM5, AM4 - Intel\\u00ae LGA 1851/1700, 1200/115X - White\"},\n{\"price\": \"$319.99\"},\n{\"bullet_list\": \"SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. VIBRANTLY COOL: The RGB Core single-frame fan on the radiator provides optimal airflow and vibrant lighting, along with a sleek, integrated design for easy connectivity and control.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"360mm Radiator\"},\n{\"Style\": \"Kraken Elite 2024 RGB\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:11:46.999Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:11:46.999Z
|
click
|
product_option
|
rule
|
train
| 740 |
2025-04-05T06:11:46.999Z
|
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": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "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": [{"asin": "B0D9GWDTHZ"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D9GWQPDM"},
{"title": "NZXT Kraken Elite 360 RGB 2024 - AIO CPU Liquid Cooler - 360mm Radiator - F360 RGB Core Fan - Customizable 2.72\" IPS LCD - NZXT Turbine Pump - AMD\u00ae AM5, AM4 - Intel\u00ae LGA 1851/1700, 1200/115X - White"},
{"price": "$319.99"},
{"bullet_list": "SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. VIBRANTLY COOL: The RGB Core single-frame fan on the radiator provides optimal airflow and vibrant lighting, along with a sleek, integrated design for easy connectivity and control."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Black"},
{"Size": "360mm Radiator"},
{"Style": "Kraken Elite 2024 RGB"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:11:46.999Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:11:46.999Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:11:46.999Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 740,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"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\": [{\"asin\": \"B0D9GWDTHZ\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D9GWQPDM\"},\n{\"title\": \"NZXT Kraken Elite 360 RGB 2024 - AIO CPU Liquid Cooler - 360mm Radiator - F360 RGB Core Fan - Customizable 2.72\\\" IPS LCD - NZXT Turbine Pump - AMD\\u00ae AM5, AM4 - Intel\\u00ae LGA 1851/1700, 1200/115X - White\"},\n{\"price\": \"$319.99\"},\n{\"bullet_list\": \"SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. VIBRANTLY COOL: The RGB Core single-frame fan on the radiator provides optimal airflow and vibrant lighting, along with a sleek, integrated design for easy connectivity and control.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"360mm Radiator\"},\n{\"Style\": \"Kraken Elite 2024 RGB\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:11:46.999Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"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\": [{\"asin\": \"B0D9GWDTHZ\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D9GV78D8\"},\n{\"title\": \"NZXT Kraken Elite 360 RGB 2024 - AIO CPU Liquid Cooler - 360mm Radiator - F360 RGB Core Fan - Customizable 2.72\\\" IPS LCD - NZXT Turbine Pump - AMD\\u00ae AM5, AM4 - Intel\\u00ae LGA 1851/1700, 1200/115X - Black\"},\n{\"price\": \"$319.99\"},\n{\"bullet_list\": \"SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. VIBRANTLY COOL: The RGB Core single-frame fan on the radiator provides optimal airflow and vibrant lighting, along with a sleek, integrated design for easy connectivity and control.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"360mm Radiator\"},\n{\"Style\": \"Kraken Elite 2024 RGB\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:13:23.777Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:13:23.777Z
|
click
|
cart_side_bar
|
rule
|
train
| 741 |
2025-04-05T06:13:23.777Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "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": [{"asin": "B0D9GWDTHZ"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D9GV78D8"},
{"title": "NZXT Kraken Elite 360 RGB 2024 - AIO CPU Liquid Cooler - 360mm Radiator - F360 RGB Core Fan - Customizable 2.72\" IPS LCD - NZXT Turbine Pump - AMD\u00ae AM5, AM4 - Intel\u00ae LGA 1851/1700, 1200/115X - Black"},
{"price": "$319.99"},
{"bullet_list": "SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. VIBRANTLY COOL: The RGB Core single-frame fan on the radiator provides optimal airflow and vibrant lighting, along with a sleek, integrated design for easy connectivity and control."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Black"},
{"Size": "360mm Radiator"},
{"Style": "Kraken Elite 2024 RGB"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:13:23.777Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:13:23.777Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:13:23.777Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 741,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"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\": [{\"asin\": \"B0D9GWDTHZ\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D9GV78D8\"},\n{\"title\": \"NZXT Kraken Elite 360 RGB 2024 - AIO CPU Liquid Cooler - 360mm Radiator - F360 RGB Core Fan - Customizable 2.72\\\" IPS LCD - NZXT Turbine Pump - AMD\\u00ae AM5, AM4 - Intel\\u00ae LGA 1851/1700, 1200/115X - Black\"},\n{\"price\": \"$319.99\"},\n{\"bullet_list\": \"SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. VIBRANTLY COOL: The RGB Core single-frame fan on the radiator provides optimal airflow and vibrant lighting, along with a sleek, integrated design for easy connectivity and control.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"360mm Radiator\"},\n{\"Style\": \"Kraken Elite 2024 RGB\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:13:23.777Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:18:11.367Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
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2025-04-05T06:18:11.367Z
|
click
|
search
|
rule
|
train
| 742 |
2025-04-05T06:18:11.367Z
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click
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search
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:18:11.367Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:18:11.367Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:18:11.367Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 742,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:18:11.367Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"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\": \"pcle 5.0\"}],\n\"cart_items\": [{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:18:18.015Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
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2025-04-05T06:18:18.015Z
|
click
|
search
|
rule
|
train
| 743 |
2025-04-05T06:18:18.015Z
|
click
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search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "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": "pcle 5.0"}],
"cart_items": [{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:18:18.015Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:18:18.015Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:18:18.015Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 743,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"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\": \"pcle 5.0\"}],\n\"cart_items\": [{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:18:18.015Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"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\": \"pcie 5.0\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"LINKUP - AVA5 PCIE 5.0 Riser Cable | RTX5090 RX9070 GPU Ready | x16 128GB/s Speed | Compatible with PCIe 4.0 & WRX80/WRX90E | Right Angle, Black 10cm\", \"asin\": \"B0CXJJVR9R\", \"price\": \"$67.96\", \"quantity\": \"\"},\n{\"title\": \"LINKUP - AVA 12VHPWR PCIE 5.0 Power Extension Cables\\u2503600W 16AWG\\u2503UL-Rated, Sleeved Jacket, Molded Plugs\\u25034 Pcs Kit for RTX4000 GPUs\\u2503Boost Gaming Performance\\u250330cm White\", \"asin\": \"B0C7LXKCXX\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"SABRENT Rocket 5 4TB Advanced Performance Internal M.2 PCIe GEN 5 14GB/s X4 NVMe SSD (SB-RKT5-4TB)\", \"asin\": \"B0CXVBNL5T\", \"price\": \"$729.99\", \"quantity\": \"\"},\n{\"title\": \"LINKUP - AVA PCIE 5.0 Molded & Soldered 16Pin (12+4) to 3x8Pin | 16AWG Sleeved | Compatible with RTX40 & RTX30 FE GPUs | Designed for Corsair/ThermalTake PSUs Only | 70cm\", \"asin\": \"B0CG2F68KW\", \"price\": \"$17.47\", \"quantity\": \"\"},\n{\"title\": \"MINISFORUM Motherboard BD795i SE, AMD Ryzen 9 7945HX, 16 C/32 T,PCIe 5.0 x16 Slot, Dual PCIe4.0 M.2 Mini ITX NAS Motherboard, Support DDR5,8K Triple Output(HDMI/DP/USB-C), RJ45 2.5G,USB 3.2\", \"asin\": \"B0DBHTBQCS\", \"price\": \"$399.92\", \"quantity\": \"\"},\n{\"title\": \"LINKUP - AVA5 PCIE 5.0 Riser Cable | RTX5090 RX9070 GPU Ready | x16 128GB/s Speed | Compatible with PCIe 4.0 & WRX80/WRX90E | Left Angle, Black 5cm\", \"asin\": \"B0D4R5VVF4\", \"price\": \"$65.96\", \"quantity\": \"\"},\n{\"title\": \"SABRENT 8TB Rocket 4 Plus NVMe 4.0 Gen4 PCIe M.2 Internal SSD Extreme Performance Solid State Drive R/W 7100/6600MB/s (SB-RKT4P-8TB)\", \"asin\": \"B09WZK8YMY\", \"price\": \"$1,198.99\", \"quantity\": \"\"},\n{\"title\": \"SABRENT Rocket Q4 2230 NVMe 4.0 2TB High Performance PCIe 4.0 M.2 2230 SSD Compatible with Steam Deck, ASUS ROG Ally, Mini PCs [SB-213Q-2TB]\", \"asin\": \"B0C5YS3QY4\", \"price\": \"$176.99\", \"quantity\": \"\"},\n{\"title\": \"Thermal Grizzly - Kryonaut Extreme - 2 Gram - Extremly High Performance Thermal Paste - for Maximum Thermal Conductivity While Overclocking CPU/GPU/PS4/PS5/Xbox\", \"asin\": \"B08T1K4NJ1\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"acer FA200 NVMe Gen4 SSD 4TB, PCIe 4.0, M.2 2280, Read Speeds Up to 7200MB/s, Internal Solid State Drive for Laptop, Desktop PC and PS5 Upgrade - BL.9BWWA.150\", \"asin\": \"B0D9GQ951G\", \"price\": \"$229.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"LINKUP - AVA5 PCIE 5.0 Riser Cable | RTX5090 RX9070 GPU Ready | x16 128GB/s Speed | Compatible with PCIe 4.0 & WRX80/WRX90E | Right Angle, Black 20cm\", \"asin\": \"B0CXJKXN29\", \"price\": \"$72.96\", \"delivery\": \"FREE delivery Apr 13 - 15 for Prime members\"},\n{\"title\": \"SABRENT Rocket 5 2TB Advanced Performance Internal M.2 PCIe GEN 5 14GB/s X4 NVMe SSD (SB-RKT5-2TB)\", \"asin\": \"B0CXVGC466\", \"price\": \"$289.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 7 left in stock - order soon.\"},\n{\"title\": \"SAMSUNG SSD 9100 PRO 2TB, PCIe 5.0x4 M.2 2280, Seq. Read Speeds Up to 14,800MB/s, Best for AI Computing, Gaming, and Heavy Duty Workstations (MZ VAP2T0B/AM)\", \"asin\": \"B0DX2DPJZ5\", \"price\": \"$299.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Corsair MP700 Elite 2TB PCIe 5.0 x4 NVMe M.2 SSD \\u2013 Up to 10,000MB/sec \\u2013 High-Density 3D TLC NAND \\u2013 M.2 2280 - DirectStorage Compatible \\u2013 Black\", \"asin\": \"B0DKNY3HRV\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"SAMSUNG 990 EVO SSD 2TB, PCIe Gen 4x4, Gen 5x2 M.2 2280 NVMe Internal Solid State Drive, Speeds Up to 5,000MB/s, Upgrade Storage for PC Computer, Laptop, MZ-V9E2T0B/AM, Black\", \"asin\": \"B0CRC7H66Z\", \"price\": \"$124.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"GIGABYTE B650 Eagle AX AM5 LGA 1718 AMD B650 ATX, DDR5 Triple M.2, PCIe 5.0, USB 3.2 Gen2x2 Type-C, AMD Wi-Fi 6E, Realtek GbE LAN\", \"asin\": \"B083TZ68H1\", \"price\": \"$159.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"LINKUP - AVA5 PCIE 5.0 Riser Cable | RTX5090 RX9070 GPU Ready | x16 128GB/s Speed | Compatible with PCIe 4.0 & WRX80/WRX90E | Right Angle, Black, 20cm\", \"asin\": \"B0DKPFGY7J\", \"price\": \"$73.96\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"WD_BLACK 2TB SN850X NVMe Internal Gaming SSD Solid State Drive with Heatsink - Works with Playstation 5, Gen4 PCIe, M.2 2280, Up to 7,300 MB/s - WDS200T2XHE\", \"asin\": \"B0B7CKZGN6\", \"price\": \"$169.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"PNY CS2150 2TB Gen5 PCIe NVMe M.2 2280 3D NAND SSD \\u2013 Up to 10,300/8,600 MBs - PC/Laptop Upgrade, Gaming, Photography, Video Editing, Direct Storage Enabled-Internal Solid-State Drive M280CS2150-2TB-TB\", \"asin\": \"B0DPNNDB78\", \"price\": \"$174.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SABRENT Rocket 5 1TB Advanced Performance Internal M.2 PCIe GEN 5 14GB/s X4 NVMe SSD (SB-RKT5-1TB)\", \"asin\": \"B0CXV7MG6Q\", \"price\": \"$169.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Mini PC P2 Pro, Intel i9 12900H(14C/20T, up to 5.0 GHz) Mini Computers, Dual Channel 32GB DDR5 RAM, 1TB PCIe 4.0 NVMe SSD, Thunderbolt 4 Mini PC, Dual 2.5G LAN, WiFi 6E/BT5.2\", \"asin\": \"B0DPHPTZ83\", \"price\": \"$699.00\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"GIGABYTE B650 AORUS Elite AX AMD B650 ATX Motherboard with DDR5, PCIe 5.0, WiFi 6E, 5-Year Warranty\", \"asin\": \"B0BH7GTY9C\", \"price\": \"$167.92\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Corsair MP700 PRO 1TB M.2 PCIe Gen5 x4 NVMe 2.0 SSD \\u2013 M.2 2280 \\u2013 Up to 11,700MB/sec Sequential Read \\u2013 High-Density TLC NAND \\u2013 Black\", \"asin\": \"B0CM41J7F9\", \"price\": \"$154.99\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"TP-Link WiFi 6 PCIe WiFi Card for Desktop PC AX3000 (Archer TX55E), Bluetooth 5.2, WPA3, 802.11ax Dual Band Wireless Adapter with MU-MIMO, Ultra-Low Latency, Supports Windows 11, 10 (64bit) Only\", \"asin\": \"B0B1NRGDQ4\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Crucial T700 2TB Gen5 NVMe M.2 SSD - Up to 12,400 MB/s - DirectStorage Enabled - CT2000T700SSD3 - Gaming, Photography, Video Editing & Design - Internal Solid State Drive\", \"asin\": \"B0C3K7MTSY\", \"price\": \"$209.99\", \"delivery\": \"FREE delivery Apr 28 - May 12 for Prime members\"},\n{\"title\": \"StarTech.com 5-Port USB PCIe Card - USB 3.2 Gen 2 (10Gbps) PCIe Card w/ 1x USB-C & 2x USB-A - 1x 2 Port IDC (Internal 5Gbps USB Header Expansion) - USB C PCI Express Controller Card, TAA\", \"asin\": \"B09BD9HJC8\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Crucial P310 2TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \\u2013 Up to 7,100 MB/s \\u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \\u2013 CT2000P310SSD801\", \"asin\": \"B0DC8RVRBZ\", \"price\": \"$127.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"ASUS TUF Gaming GeForce RTX \\u2122 5070 12GB GDDR7 OC Edition Gaming Graphics Card (PCIe\\u00ae 5.0, HDMI\\u00ae/DP 2.1, 3.125-slot, Military-Grade Components, Protective PCB Coating, axial-tech Fans)\", \"asin\": \"B0DS6S98ZF\", \"price\": \"$739.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"ASUS Hyper M.2 x16 Gen5 Card (PCIe 5.0/4.0) Supports Four NVMe M.2 (2242/2260/2280/22110) Devices up to 512 Gbps for AMD and Intel\\u00ae Platform RAID Functions.\", \"asin\": \"B0CKH9FWRQ\", \"price\": \"$83.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)\", \"asin\": \"B07C5VG64V\", \"price\": \"$32.95\", \"delivery\": \"FREE delivery Apr 12 - 19 for Prime members\"},\n{\"title\": \"Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)\", \"asin\": \"B09C6DQDNT\", \"price\": \"$34.95\", \"delivery\": \"FREE delivery Mon, Apr 7\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:30:59.168Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:30:59.168Z
|
click
|
nav_bar
|
rule
|
train
| 744 |
2025-04-05T06:30:59.168Z
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click
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nav_bar
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "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": "pcie 5.0"}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"promotion_items": [{"title": "LINKUP - AVA5 PCIE 5.0 Riser Cable | RTX5090 RX9070 GPU Ready | x16 128GB/s Speed | Compatible with PCIe 4.0 & WRX80/WRX90E | Right Angle, Black 10cm", "asin": "B0CXJJVR9R", "price": "$67.96", "quantity": ""},
{"title": "LINKUP - AVA 12VHPWR PCIE 5.0 Power Extension Cables\u2503600W 16AWG\u2503UL-Rated, Sleeved Jacket, Molded Plugs\u25034 Pcs Kit for RTX4000 GPUs\u2503Boost Gaming Performance\u250330cm White", "asin": "B0C7LXKCXX", "price": "$34.96", "quantity": ""},
{"title": "SABRENT Rocket 5 4TB Advanced Performance Internal M.2 PCIe GEN 5 14GB/s X4 NVMe SSD (SB-RKT5-4TB)", "asin": "B0CXVBNL5T", "price": "$729.99", "quantity": ""},
{"title": "LINKUP - AVA PCIE 5.0 Molded & Soldered 16Pin (12+4) to 3x8Pin | 16AWG Sleeved | Compatible with RTX40 & RTX30 FE GPUs | Designed for Corsair/ThermalTake PSUs Only | 70cm", "asin": "B0CG2F68KW", "price": "$17.47", "quantity": ""},
{"title": "MINISFORUM Motherboard BD795i SE, AMD Ryzen 9 7945HX, 16 C/32 T,PCIe 5.0 x16 Slot, Dual PCIe4.0 M.2 Mini ITX NAS Motherboard, Support DDR5,8K Triple Output(HDMI/DP/USB-C), RJ45 2.5G,USB 3.2", "asin": "B0DBHTBQCS", "price": "$399.92", "quantity": ""},
{"title": "LINKUP - AVA5 PCIE 5.0 Riser Cable | RTX5090 RX9070 GPU Ready | x16 128GB/s Speed | Compatible with PCIe 4.0 & WRX80/WRX90E | Left Angle, Black 5cm", "asin": "B0D4R5VVF4", "price": "$65.96", "quantity": ""},
{"title": "SABRENT 8TB Rocket 4 Plus NVMe 4.0 Gen4 PCIe M.2 Internal SSD Extreme Performance Solid State Drive R/W 7100/6600MB/s (SB-RKT4P-8TB)", "asin": "B09WZK8YMY", "price": "$1,198.99", "quantity": ""},
{"title": "SABRENT Rocket Q4 2230 NVMe 4.0 2TB High Performance PCIe 4.0 M.2 2230 SSD Compatible with Steam Deck, ASUS ROG Ally, Mini PCs [SB-213Q-2TB]", "asin": "B0C5YS3QY4", "price": "$176.99", "quantity": ""},
{"title": "Thermal Grizzly - Kryonaut Extreme - 2 Gram - Extremly High Performance Thermal Paste - for Maximum Thermal Conductivity While Overclocking CPU/GPU/PS4/PS5/Xbox", "asin": "B08T1K4NJ1", "price": "$21.99", "quantity": ""},
{"title": "acer FA200 NVMe Gen4 SSD 4TB, PCIe 4.0, M.2 2280, Read Speeds Up to 7200MB/s, Internal Solid State Drive for Laptop, Desktop PC and PS5 Upgrade - BL.9BWWA.150", "asin": "B0D9GQ951G", "price": "$229.99", "quantity": ""}],
"search_results": [{"title": "LINKUP - AVA5 PCIE 5.0 Riser Cable | RTX5090 RX9070 GPU Ready | x16 128GB/s Speed | Compatible with PCIe 4.0 & WRX80/WRX90E | Right Angle, Black 20cm", "asin": "B0CXJKXN29", "price": "$72.96", "delivery": "FREE delivery Apr 13 - 15 for Prime members"},
{"title": "SABRENT Rocket 5 2TB Advanced Performance Internal M.2 PCIe GEN 5 14GB/s X4 NVMe SSD (SB-RKT5-2TB)", "asin": "B0CXVGC466", "price": "$289.99", "delivery": " Two-Day FREE delivery Sun, Apr 6 Only 7 left in stock - order soon."},
{"title": "SAMSUNG SSD 9100 PRO 2TB, PCIe 5.0x4 M.2 2280, Seq. Read Speeds Up to 14,800MB/s, Best for AI Computing, Gaming, and Heavy Duty Workstations (MZ VAP2T0B/AM)", "asin": "B0DX2DPJZ5", "price": "$299.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Corsair MP700 Elite 2TB PCIe 5.0 x4 NVMe M.2 SSD \u2013 Up to 10,000MB/sec \u2013 High-Density 3D TLC NAND \u2013 M.2 2280 - DirectStorage Compatible \u2013 Black", "asin": "B0DKNY3HRV", "price": "$179.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "SAMSUNG 990 EVO SSD 2TB, PCIe Gen 4x4, Gen 5x2 M.2 2280 NVMe Internal Solid State Drive, Speeds Up to 5,000MB/s, Upgrade Storage for PC Computer, Laptop, MZ-V9E2T0B/AM, Black", "asin": "B0CRC7H66Z", "price": "$124.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "GIGABYTE B650 Eagle AX AM5 LGA 1718 AMD B650 ATX, DDR5 Triple M.2, PCIe 5.0, USB 3.2 Gen2x2 Type-C, AMD Wi-Fi 6E, Realtek GbE LAN", "asin": "B083TZ68H1", "price": "$159.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "LINKUP - AVA5 PCIE 5.0 Riser Cable | RTX5090 RX9070 GPU Ready | x16 128GB/s Speed | Compatible with PCIe 4.0 & WRX80/WRX90E | Right Angle, Black, 20cm", "asin": "B0DKPFGY7J", "price": "$73.96", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "WD_BLACK 2TB SN850X NVMe Internal Gaming SSD Solid State Drive with Heatsink - Works with Playstation 5, Gen4 PCIe, M.2 2280, Up to 7,300 MB/s - WDS200T2XHE", "asin": "B0B7CKZGN6", "price": "$169.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "PNY CS2150 2TB Gen5 PCIe NVMe M.2 2280 3D NAND SSD \u2013 Up to 10,300/8,600 MBs - PC/Laptop Upgrade, Gaming, Photography, Video Editing, Direct Storage Enabled-Internal Solid-State Drive M280CS2150-2TB-TB", "asin": "B0DPNNDB78", "price": "$174.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "SABRENT Rocket 5 1TB Advanced Performance Internal M.2 PCIe GEN 5 14GB/s X4 NVMe SSD (SB-RKT5-1TB)", "asin": "B0CXV7MG6Q", "price": "$169.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Mini PC P2 Pro, Intel i9 12900H(14C/20T, up to 5.0 GHz) Mini Computers, Dual Channel 32GB DDR5 RAM, 1TB PCIe 4.0 NVMe SSD, Thunderbolt 4 Mini PC, Dual 2.5G LAN, WiFi 6E/BT5.2", "asin": "B0DPHPTZ83", "price": "$699.00", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "GIGABYTE B650 AORUS Elite AX AMD B650 ATX Motherboard with DDR5, PCIe 5.0, WiFi 6E, 5-Year Warranty", "asin": "B0BH7GTY9C", "price": "$167.92", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Corsair MP700 PRO 1TB M.2 PCIe Gen5 x4 NVMe 2.0 SSD \u2013 M.2 2280 \u2013 Up to 11,700MB/sec Sequential Read \u2013 High-Density TLC NAND \u2013 Black", "asin": "B0CM41J7F9", "price": "$154.99", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "TP-Link WiFi 6 PCIe WiFi Card for Desktop PC AX3000 (Archer TX55E), Bluetooth 5.2, WPA3, 802.11ax Dual Band Wireless Adapter with MU-MIMO, Ultra-Low Latency, Supports Windows 11, 10 (64bit) Only", "asin": "B0B1NRGDQ4", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Crucial T700 2TB Gen5 NVMe M.2 SSD - Up to 12,400 MB/s - DirectStorage Enabled - CT2000T700SSD3 - Gaming, Photography, Video Editing & Design - Internal Solid State Drive", "asin": "B0C3K7MTSY", "price": "$209.99", "delivery": "FREE delivery Apr 28 - May 12 for Prime members"},
{"title": "StarTech.com 5-Port USB PCIe Card - USB 3.2 Gen 2 (10Gbps) PCIe Card w/ 1x USB-C & 2x USB-A - 1x 2 Port IDC (Internal 5Gbps USB Header Expansion) - USB C PCI Express Controller Card, TAA", "asin": "B09BD9HJC8", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Crucial P310 2TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \u2013 Up to 7,100 MB/s \u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \u2013 CT2000P310SSD801", "asin": "B0DC8RVRBZ", "price": "$127.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "ASUS TUF Gaming GeForce RTX \u2122 5070 12GB GDDR7 OC Edition Gaming Graphics Card (PCIe\u00ae 5.0, HDMI\u00ae/DP 2.1, 3.125-slot, Military-Grade Components, Protective PCB Coating, axial-tech Fans)", "asin": "B0DS6S98ZF", "price": "$739.99", "delivery": "FREE delivery Fri, Apr 11 for Prime members"},
{"title": "ASUS Hyper M.2 x16 Gen5 Card (PCIe 5.0/4.0) Supports Four NVMe M.2 (2242/2260/2280/22110) Devices up to 512 Gbps for AMD and Intel\u00ae Platform RAID Functions.", "asin": "B0CKH9FWRQ", "price": "$83.99", "delivery": "FREE delivery Tue, Apr 8"},
{"title": "Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)", "asin": "B07C5VG64V", "price": "$32.95", "delivery": "FREE delivery Apr 12 - 19 for Prime members"},
{"title": "Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)", "asin": "B09C6DQDNT", "price": "$34.95", "delivery": "FREE delivery Mon, Apr 7"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:30:59.168Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:30:59.168Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:30:59.168Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 744,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"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\": \"pcie 5.0\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"LINKUP - AVA5 PCIE 5.0 Riser Cable | RTX5090 RX9070 GPU Ready | x16 128GB/s Speed | Compatible with PCIe 4.0 & WRX80/WRX90E | Right Angle, Black 10cm\", \"asin\": \"B0CXJJVR9R\", \"price\": \"$67.96\", \"quantity\": \"\"},\n{\"title\": \"LINKUP - AVA 12VHPWR PCIE 5.0 Power Extension Cables\\u2503600W 16AWG\\u2503UL-Rated, Sleeved Jacket, Molded Plugs\\u25034 Pcs Kit for RTX4000 GPUs\\u2503Boost Gaming Performance\\u250330cm White\", \"asin\": \"B0C7LXKCXX\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"SABRENT Rocket 5 4TB Advanced Performance Internal M.2 PCIe GEN 5 14GB/s X4 NVMe SSD (SB-RKT5-4TB)\", \"asin\": \"B0CXVBNL5T\", \"price\": \"$729.99\", \"quantity\": \"\"},\n{\"title\": \"LINKUP - AVA PCIE 5.0 Molded & Soldered 16Pin (12+4) to 3x8Pin | 16AWG Sleeved | Compatible with RTX40 & RTX30 FE GPUs | Designed for Corsair/ThermalTake PSUs Only | 70cm\", \"asin\": \"B0CG2F68KW\", \"price\": \"$17.47\", \"quantity\": \"\"},\n{\"title\": \"MINISFORUM Motherboard BD795i SE, AMD Ryzen 9 7945HX, 16 C/32 T,PCIe 5.0 x16 Slot, Dual PCIe4.0 M.2 Mini ITX NAS Motherboard, Support DDR5,8K Triple Output(HDMI/DP/USB-C), RJ45 2.5G,USB 3.2\", \"asin\": \"B0DBHTBQCS\", \"price\": \"$399.92\", \"quantity\": \"\"},\n{\"title\": \"LINKUP - AVA5 PCIE 5.0 Riser Cable | RTX5090 RX9070 GPU Ready | x16 128GB/s Speed | Compatible with PCIe 4.0 & WRX80/WRX90E | Left Angle, Black 5cm\", \"asin\": \"B0D4R5VVF4\", \"price\": \"$65.96\", \"quantity\": \"\"},\n{\"title\": \"SABRENT 8TB Rocket 4 Plus NVMe 4.0 Gen4 PCIe M.2 Internal SSD Extreme Performance Solid State Drive R/W 7100/6600MB/s (SB-RKT4P-8TB)\", \"asin\": \"B09WZK8YMY\", \"price\": \"$1,198.99\", \"quantity\": \"\"},\n{\"title\": \"SABRENT Rocket Q4 2230 NVMe 4.0 2TB High Performance PCIe 4.0 M.2 2230 SSD Compatible with Steam Deck, ASUS ROG Ally, Mini PCs [SB-213Q-2TB]\", \"asin\": \"B0C5YS3QY4\", \"price\": \"$176.99\", \"quantity\": \"\"},\n{\"title\": \"Thermal Grizzly - Kryonaut Extreme - 2 Gram - Extremly High Performance Thermal Paste - for Maximum Thermal Conductivity While Overclocking CPU/GPU/PS4/PS5/Xbox\", \"asin\": \"B08T1K4NJ1\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"acer FA200 NVMe Gen4 SSD 4TB, PCIe 4.0, M.2 2280, Read Speeds Up to 7200MB/s, Internal Solid State Drive for Laptop, Desktop PC and PS5 Upgrade - BL.9BWWA.150\", \"asin\": \"B0D9GQ951G\", \"price\": \"$229.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"LINKUP - AVA5 PCIE 5.0 Riser Cable | RTX5090 RX9070 GPU Ready | x16 128GB/s Speed | Compatible with PCIe 4.0 & WRX80/WRX90E | Right Angle, Black 20cm\", \"asin\": \"B0CXJKXN29\", \"price\": \"$72.96\", \"delivery\": \"FREE delivery Apr 13 - 15 for Prime members\"},\n{\"title\": \"SABRENT Rocket 5 2TB Advanced Performance Internal M.2 PCIe GEN 5 14GB/s X4 NVMe SSD (SB-RKT5-2TB)\", \"asin\": \"B0CXVGC466\", \"price\": \"$289.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 7 left in stock - order soon.\"},\n{\"title\": \"SAMSUNG SSD 9100 PRO 2TB, PCIe 5.0x4 M.2 2280, Seq. Read Speeds Up to 14,800MB/s, Best for AI Computing, Gaming, and Heavy Duty Workstations (MZ VAP2T0B/AM)\", \"asin\": \"B0DX2DPJZ5\", \"price\": \"$299.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Corsair MP700 Elite 2TB PCIe 5.0 x4 NVMe M.2 SSD \\u2013 Up to 10,000MB/sec \\u2013 High-Density 3D TLC NAND \\u2013 M.2 2280 - DirectStorage Compatible \\u2013 Black\", \"asin\": \"B0DKNY3HRV\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"SAMSUNG 990 EVO SSD 2TB, PCIe Gen 4x4, Gen 5x2 M.2 2280 NVMe Internal Solid State Drive, Speeds Up to 5,000MB/s, Upgrade Storage for PC Computer, Laptop, MZ-V9E2T0B/AM, Black\", \"asin\": \"B0CRC7H66Z\", \"price\": \"$124.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"GIGABYTE B650 Eagle AX AM5 LGA 1718 AMD B650 ATX, DDR5 Triple M.2, PCIe 5.0, USB 3.2 Gen2x2 Type-C, AMD Wi-Fi 6E, Realtek GbE LAN\", \"asin\": \"B083TZ68H1\", \"price\": \"$159.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"LINKUP - AVA5 PCIE 5.0 Riser Cable | RTX5090 RX9070 GPU Ready | x16 128GB/s Speed | Compatible with PCIe 4.0 & WRX80/WRX90E | Right Angle, Black, 20cm\", \"asin\": \"B0DKPFGY7J\", \"price\": \"$73.96\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"WD_BLACK 2TB SN850X NVMe Internal Gaming SSD Solid State Drive with Heatsink - Works with Playstation 5, Gen4 PCIe, M.2 2280, Up to 7,300 MB/s - WDS200T2XHE\", \"asin\": \"B0B7CKZGN6\", \"price\": \"$169.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"PNY CS2150 2TB Gen5 PCIe NVMe M.2 2280 3D NAND SSD \\u2013 Up to 10,300/8,600 MBs - PC/Laptop Upgrade, Gaming, Photography, Video Editing, Direct Storage Enabled-Internal Solid-State Drive M280CS2150-2TB-TB\", \"asin\": \"B0DPNNDB78\", \"price\": \"$174.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SABRENT Rocket 5 1TB Advanced Performance Internal M.2 PCIe GEN 5 14GB/s X4 NVMe SSD (SB-RKT5-1TB)\", \"asin\": \"B0CXV7MG6Q\", \"price\": \"$169.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Mini PC P2 Pro, Intel i9 12900H(14C/20T, up to 5.0 GHz) Mini Computers, Dual Channel 32GB DDR5 RAM, 1TB PCIe 4.0 NVMe SSD, Thunderbolt 4 Mini PC, Dual 2.5G LAN, WiFi 6E/BT5.2\", \"asin\": \"B0DPHPTZ83\", \"price\": \"$699.00\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"GIGABYTE B650 AORUS Elite AX AMD B650 ATX Motherboard with DDR5, PCIe 5.0, WiFi 6E, 5-Year Warranty\", \"asin\": \"B0BH7GTY9C\", \"price\": \"$167.92\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Corsair MP700 PRO 1TB M.2 PCIe Gen5 x4 NVMe 2.0 SSD \\u2013 M.2 2280 \\u2013 Up to 11,700MB/sec Sequential Read \\u2013 High-Density TLC NAND \\u2013 Black\", \"asin\": \"B0CM41J7F9\", \"price\": \"$154.99\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"TP-Link WiFi 6 PCIe WiFi Card for Desktop PC AX3000 (Archer TX55E), Bluetooth 5.2, WPA3, 802.11ax Dual Band Wireless Adapter with MU-MIMO, Ultra-Low Latency, Supports Windows 11, 10 (64bit) Only\", \"asin\": \"B0B1NRGDQ4\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Crucial T700 2TB Gen5 NVMe M.2 SSD - Up to 12,400 MB/s - DirectStorage Enabled - CT2000T700SSD3 - Gaming, Photography, Video Editing & Design - Internal Solid State Drive\", \"asin\": \"B0C3K7MTSY\", \"price\": \"$209.99\", \"delivery\": \"FREE delivery Apr 28 - May 12 for Prime members\"},\n{\"title\": \"StarTech.com 5-Port USB PCIe Card - USB 3.2 Gen 2 (10Gbps) PCIe Card w/ 1x USB-C & 2x USB-A - 1x 2 Port IDC (Internal 5Gbps USB Header Expansion) - USB C PCI Express Controller Card, TAA\", \"asin\": \"B09BD9HJC8\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Crucial P310 2TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \\u2013 Up to 7,100 MB/s \\u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \\u2013 CT2000P310SSD801\", \"asin\": \"B0DC8RVRBZ\", \"price\": \"$127.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"ASUS TUF Gaming GeForce RTX \\u2122 5070 12GB GDDR7 OC Edition Gaming Graphics Card (PCIe\\u00ae 5.0, HDMI\\u00ae/DP 2.1, 3.125-slot, Military-Grade Components, Protective PCB Coating, axial-tech Fans)\", \"asin\": \"B0DS6S98ZF\", \"price\": \"$739.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"ASUS Hyper M.2 x16 Gen5 Card (PCIe 5.0/4.0) Supports Four NVMe M.2 (2242/2260/2280/22110) Devices up to 512 Gbps for AMD and Intel\\u00ae Platform RAID Functions.\", \"asin\": \"B0CKH9FWRQ\", \"price\": \"$83.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)\", \"asin\": \"B07C5VG64V\", \"price\": \"$32.95\", \"delivery\": \"FREE delivery Apr 12 - 19 for Prime members\"},\n{\"title\": \"Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)\", \"asin\": \"B09C6DQDNT\", \"price\": \"$34.95\", \"delivery\": \"FREE delivery Mon, Apr 7\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:30:59.168Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:31:05.803Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:31:05.803Z
|
click
|
other
|
rule
|
train
| 745 |
2025-04-05T06:31:05.803Z
|
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": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:31:05.803Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:31:05.803Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:31:05.803Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 745,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:31:05.803Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"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\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:18.493Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:32:18.493Z
|
click
|
review
|
rule
|
train
| 746 |
2025-04-05T06:32:18.493Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "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": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:32:18.493Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:32:18.493Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:32:18.493Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 746,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"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\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:18.493Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:23.053Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:32:23.053Z
|
click
|
review
|
rule
|
train
| 747 |
2025-04-05T06:32:23.053Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:32:23.053Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:32:23.053Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:32:23.053Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 747,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:23.053Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:25.693Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:32:25.693Z
|
click
|
review
|
rule
|
train
| 748 |
2025-04-05T06:32:25.693Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:32:25.693Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:32:25.693Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:32:25.693Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 748,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:25.693Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:28.265Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:32:28.265Z
|
click
|
review
|
rule
|
train
| 749 |
2025-04-05T06:32:28.265Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:32:28.265Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:32:28.265Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:32:28.265Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 749,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:28.265Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:29.780Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:32:29.780Z
|
click
|
review
|
rule
|
train
| 750 |
2025-04-05T06:32:29.780Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:32:29.780Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:32:29.780Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:32:29.780Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 750,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:29.780Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:35.196Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:32:35.196Z
|
click
|
review
|
rule
|
train
| 751 |
2025-04-05T06:32:35.196Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:32:35.196Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:32:35.196Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:32:35.196Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 751,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:35.196Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:37.438Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:32:37.438Z
|
click
|
review
|
rule
|
train
| 752 |
2025-04-05T06:32:37.438Z
|
click
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review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:32:37.438Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:32:37.438Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:32:37.438Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 752,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:37.438Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:42.981Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:32:42.981Z
|
click
|
review
|
rule
|
train
| 753 |
2025-04-05T06:32:42.981Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:32:42.981Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:32:42.981Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:32:42.981Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 753,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:42.981Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:44.151Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
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2025-04-05T06:32:44.151Z
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click
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review
|
rule
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train
| 754 |
2025-04-05T06:32:44.151Z
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click
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review
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:32:44.151Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:32:44.151Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:32:44.151Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 754,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:44.151Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:44.900Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:32:44.900Z
|
click
|
review
|
rule
|
train
| 755 |
2025-04-05T06:32:44.900Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:32:44.900Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:32:44.900Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:32:44.900Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 755,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:44.900Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:49.388Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:32:49.388Z
|
click
|
review
|
rule
|
train
| 756 |
2025-04-05T06:32:49.388Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:32:49.388Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:32:49.388Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:32:49.388Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 756,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:49.388Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:57.613Z\", // 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
|
2025-04-05T06:32:57.613Z
|
click
|
review
|
rule
|
train
| 757 |
2025-04-05T06:32:57.613Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:32:57.613Z", // 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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:32:57.613Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:32:57.613Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 757,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:57.613Z\", // 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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:00.156Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:33:00.156Z
|
click
|
review
|
rule
|
train
| 758 |
2025-04-05T06:33:00.156Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:33:00.156Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:33:00.156Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:33:00.156Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 758,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:00.156Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:01.919Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:33:01.919Z
|
click
|
review
|
rule
|
train
| 759 |
2025-04-05T06:33:01.919Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:33:01.919Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:33:01.919Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:33:01.919Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 759,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:01.919Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:03.711Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
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2025-04-05T06:33:03.711Z
|
click
|
review
|
rule
|
train
| 760 |
2025-04-05T06:33:03.711Z
|
click
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review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:33:03.711Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:33:03.711Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:33:03.711Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 760,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:03.711Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:07.806Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:33:07.806Z
|
click
|
review
|
rule
|
train
| 761 |
2025-04-05T06:33:07.806Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:33:07.806Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:33:07.806Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:33:07.806Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 761,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:07.806Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:09.179Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:33:09.179Z
|
click
|
review
|
rule
|
train
| 762 |
2025-04-05T06:33:09.179Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:33:09.179Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:33:09.179Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:33:09.179Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 762,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:09.179Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:10.446Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:33:10.446Z
|
click
|
review
|
rule
|
train
| 763 |
2025-04-05T06:33:10.446Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:33:10.446Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:33:10.446Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:33:10.446Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 763,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:10.446Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:11.901Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
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2025-04-05T06:33:11.901Z
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click
|
review
|
rule
|
train
| 764 |
2025-04-05T06:33:11.901Z
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click
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review
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:33:11.901Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:33:11.901Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:33:11.901Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 764,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:11.901Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:13.213Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:33:13.213Z
|
click
|
review
|
rule
|
train
| 765 |
2025-04-05T06:33:13.213Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:33:13.213Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:33:13.213Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:33:13.213Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 765,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:13.213Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:16.940Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:33:16.940Z
|
click
|
review
|
rule
|
train
| 766 |
2025-04-05T06:33:16.940Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:33:16.940Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:33:16.940Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:33:16.940Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 766,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:16.940Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:18.651Z\", // 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
|
2025-04-05T06:33:18.651Z
|
click
|
review
|
rule
|
train
| 767 |
2025-04-05T06:33:18.651Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:33:18.651Z", // 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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:33:18.651Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:33:18.651Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 767,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:18.651Z\", // 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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:20.886Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:33:20.886Z
|
click
|
review
|
rule
|
train
| 768 |
2025-04-05T06:33:20.886Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:33:20.886Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:33:20.886Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:33:20.886Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 768,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:20.886Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:25.476Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:33:25.476Z
|
click
|
review
|
rule
|
train
| 769 |
2025-04-05T06:33:25.476Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:33:25.476Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:33:25.476Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:33:25.476Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 769,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:25.476Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:26.698Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:33:26.698Z
|
click
|
review
|
rule
|
train
| 770 |
2025-04-05T06:33:26.698Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:33:26.698Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:33:26.698Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:33:26.698Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 770,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:26.698Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:27.681Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:33:27.681Z
|
click
|
review
|
rule
|
train
| 771 |
2025-04-05T06:33:27.681Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:33:27.681Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:33:27.681Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:33:27.681Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 771,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:27.681Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:40.566Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:33:40.566Z
|
click
|
review
|
rule
|
train
| 772 |
2025-04-05T06:33:40.566Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:33:40.566Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:33:40.566Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:33:40.566Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 772,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:40.566Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:48.697Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
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2025-04-05T06:33:48.697Z
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click
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review
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rule
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train
| 773 |
2025-04-05T06:33:48.697Z
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click
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review
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:33:48.697Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:33:48.697Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:33:48.697Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 773,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:48.697Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:00.501Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:34:00.501Z
|
click
|
review
|
rule
|
train
| 774 |
2025-04-05T06:34:00.501Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:34:00.501Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:34:00.501Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:34:00.501Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 774,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:00.501Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:01.469Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:34:01.469Z
|
click
|
review
|
rule
|
train
| 775 |
2025-04-05T06:34:01.469Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:34:01.469Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:34:01.469Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:34:01.469Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 775,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:01.469Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:02.557Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:34:02.557Z
|
click
|
review
|
rule
|
train
| 776 |
2025-04-05T06:34:02.557Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:34:02.557Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:34:02.557Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:34:02.557Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 776,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:02.557Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:06.295Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:34:06.295Z
|
click
|
review
|
rule
|
train
| 777 |
2025-04-05T06:34:06.295Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:34:06.295Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:34:06.295Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:34:06.295Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 777,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:06.295Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:13.491Z\", // 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
|
2025-04-05T06:34:13.491Z
|
click
|
review
|
rule
|
train
| 778 |
2025-04-05T06:34:13.491Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:34:13.491Z", // 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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:34:13.491Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:34:13.491Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 778,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:13.491Z\", // 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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:15.337Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:34:15.337Z
|
click
|
review
|
rule
|
train
| 779 |
2025-04-05T06:34:15.337Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:34:15.337Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:34:15.337Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:34:15.337Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 779,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:15.337Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:18.404Z\", // 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
|
2025-04-05T06:34:18.404Z
|
click
|
review
|
rule
|
train
| 780 |
2025-04-05T06:34:18.404Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:34:18.404Z", // 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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:34:18.404Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:34:18.404Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 780,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:18.404Z\", // 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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:19.687Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:34:19.687Z
|
click
|
review
|
rule
|
train
| 781 |
2025-04-05T06:34:19.687Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:34:19.687Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:34:19.687Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:34:19.687Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 781,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:19.687Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:20.902Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:34:20.902Z
|
click
|
review
|
rule
|
train
| 782 |
2025-04-05T06:34:20.902Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:34:20.902Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:34:20.902Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:34:20.902Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 782,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:20.902Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:22.192Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:34:22.192Z
|
click
|
review
|
rule
|
train
| 783 |
2025-04-05T06:34:22.192Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:34:22.192Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:34:22.192Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:34:22.192Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 783,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:22.192Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:24.256Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:34:24.256Z
|
click
|
review
|
rule
|
train
| 784 |
2025-04-05T06:34:24.256Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:34:24.256Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:34:24.256Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:34:24.256Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 784,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:24.256Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:26.084Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:34:26.084Z
|
click
|
review
|
rule
|
train
| 785 |
2025-04-05T06:34:26.084Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:34:26.084Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:34:26.084Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:34:26.084Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 785,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:26.084Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:27.337Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:34:27.337Z
|
click
|
review
|
rule
|
train
| 786 |
2025-04-05T06:34:27.337Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:34:27.337Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:34:27.337Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:34:27.337Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 786,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:27.337Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:29.339Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:34:29.339Z
|
click
|
review
|
rule
|
train
| 787 |
2025-04-05T06:34:29.339Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:34:29.339Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:34:29.339Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:34:29.339Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 787,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:29.339Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:31.544Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:34:31.544Z
|
click
|
review
|
rule
|
train
| 788 |
2025-04-05T06:34:31.544Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:34:31.544Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:34:31.544Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:34:31.544Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 788,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:31.544Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:37.327Z\", // 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
|
2025-04-05T06:34:37.327Z
|
click
|
review
|
rule
|
train
| 789 |
2025-04-05T06:34:37.327Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:34:37.327Z", // 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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:34:37.327Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:34:37.327Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 789,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:37.327Z\", // 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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:38.250Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:34:38.250Z
|
click
|
review
|
rule
|
train
| 790 |
2025-04-05T06:34:38.250Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:34:38.250Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:34:38.250Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:34:38.250Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 790,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:38.250Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:39.314Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:34:39.314Z
|
click
|
review
|
rule
|
train
| 791 |
2025-04-05T06:34:39.314Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:34:39.314Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:34:39.314Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:34:39.314Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 791,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:39.314Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:51.600Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:34:51.600Z
|
click
|
review
|
rule
|
train
| 792 |
2025-04-05T06:34:51.600Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:34:51.600Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:34:51.600Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:34:51.600Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 792,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:51.600Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:53.865Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
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2025-04-05T06:34:53.865Z
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click
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review
|
rule
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train
| 793 |
2025-04-05T06:34:53.865Z
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click
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review
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:34:53.865Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:34:53.865Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:34:53.865Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 793,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:53.865Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:02.955Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:35:02.955Z
|
click
|
review
|
rule
|
train
| 794 |
2025-04-05T06:35:02.955Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:35:02.955Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:35:02.955Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:35:02.955Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 794,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:02.955Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:04.207Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:35:04.207Z
|
click
|
review
|
rule
|
train
| 795 |
2025-04-05T06:35:04.207Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:35:04.207Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:35:04.207Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:35:04.207Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 795,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:04.207Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:08.137Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:35:08.137Z
|
click
|
review
|
rule
|
train
| 796 |
2025-04-05T06:35:08.137Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:35:08.137Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:35:08.137Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:35:08.137Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 796,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:08.137Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:09.593Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:35:09.593Z
|
click
|
review
|
rule
|
train
| 797 |
2025-04-05T06:35:09.593Z
|
click
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review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:35:09.593Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:35:09.593Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:35:09.593Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 797,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:09.593Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:19.916Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:35:19.916Z
|
click
|
review
|
rule
|
train
| 798 |
2025-04-05T06:35:19.916Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:35:19.916Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:35:19.916Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:35:19.916Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 798,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:19.916Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:22.898Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T06:35:22.898Z
|
click
|
review
|
rule
|
train
| 799 |
2025-04-05T06:35:22.898Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
{"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"}
{"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"}
{"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"}
{"timestamp": "2025-04-05T05:17:13.597Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:31.484Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:17:35.604Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"}
{"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"}
{"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"}
{"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"}
{"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T06:08:10.753Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"}
{"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"}
{"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"}
{"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T06:18:11.367Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T06:18:18.015Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T06:35:22.898Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T06:35:22.898Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T06:35:22.898Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 799,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:00.983Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:01.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:17:13.597Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:31.484Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:17:35.604Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:10.753Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:18:11.367Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T06:18:18.015Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:22.898Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
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